{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.pylab as pylab\n",
    "import matplotlib.cm as cm\n",
    "%matplotlib inline\n",
    "import scipy.misc\n",
    "import Image\n",
    "import scipy.io\n",
    "import os\n",
    "\n",
    "\n",
    "# Make sure that caffe is on the python path:\n",
    "caffe_root = '../../'  # this file is expected to be in {caffe_root}/examples/hed/\n",
    "import sys\n",
    "sys.path.insert(0, caffe_root + 'python')\n",
    "\n",
    "import caffe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_root = '../../data/HED-BSDS/'\n",
    "with open(data_root+'test.lst') as f:\n",
    "    test_lst = f.readlines()\n",
    "    \n",
    "test_lst = [data_root+x.strip() for x in test_lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "im_lst = []\n",
    "for i in range(0, len(test_lst)):\n",
    "    im = Image.open(test_lst[i])\n",
    "    in_ = np.array(im, dtype=np.float32)\n",
    "    in_ = in_[:,:,::-1]\n",
    "    in_ -= np.array((104.00698793,116.66876762,122.67891434))\n",
    "    im_lst.append(in_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Visualization\n",
    "def plot_single_scale(scale_lst, size):\n",
    "    pylab.rcParams['figure.figsize'] = size, size/2\n",
    "    \n",
    "    plt.figure()\n",
    "    for i in range(0, len(scale_lst)):\n",
    "        s=plt.subplot(1,5,i+1)\n",
    "        plt.imshow(1-scale_lst[i], cmap = cm.Greys_r)\n",
    "        s.set_xticklabels([])\n",
    "        s.set_yticklabels([])\n",
    "        s.yaxis.set_ticks_position('none')\n",
    "        s.xaxis.set_ticks_position('none')\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CprwvXLiAlZUV2ZgMfwcHB4VPpLZ2YnhCy1Aul1EsFmVQmcGmJaenqOU4dZtU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xPdbleixdq64nqzov7idWQyGXz44Yf49NNP4fP5cPnyZVy+fBnvvfeedNDjse12u7TXBI6e8bvv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x232b8f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JSymFpSUngsfjwel0iv6Mi4tj1KhRLFq0CIPBwJYtW3ptXNntduLi4khNTRVR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HjxInfPKFERiQYUDBYtWoTvvvuO9Y4p+amoqMDJkyfR0dEBlUqFu+66C0uWLIFcLufhWolEwojn\ncEF/39LSck3rRBgNDQ1sS04IJ6H19fX1rBBABQbNMXR3d0OtVvNx0fP6u+++w6lTp9DQ0MCqESTd\nONYQ6kUPRXiBkTdoN7cBySuj0cgDsBEREbjrrru4Y0RBHUSaTSEln4CAAH4ekmrI3Llz8dprr+HO\nO+/EjBkz8OKLL46pbU7fgc4XcYXp/4VJOXGzlUoltFotTCYTTCYTrFYrTCYTqz/RsCNxfJVKJRQK\nBTIzM5GYmHhVwxWK8epnAz/qEHd3d3PHkmhjABgoGYn/TOF0DpipkI7vtSCYw72XEI2n5JiomMTD\nHu61VqsVjY2NcDqdCAgIYBt3pVLJIguBgYGDlGOAn9pI+/j4IDw8HPn5+YiOjoZEIsHp06chl8tZ\n9WM8Ove0DqlzRbNQwmFGomYFBASwdrmHhwevZeH6c3d3H1TkCrtm9O//SoyaIHt7e+PQoUPIzs7G\nxYsXodVqodFooFarceDAAQQHB+Phhx9GSUkJGhoa0NLSgoSEBJw7dw4REREQi8W4dOkSFAoFwsLC\ncOrUKfT29mLevHnYtm0bKisrkZSUhLi4OJw8eRLLli1DREQEa6t2dnYiPT0dmzZtwuzZs1FVVQWV\nSoWCggKIRCJMmjSJZdJCQ0NRVlaGadOm4ciRI6isrMS+ffsQHx8PDw8PbNmyBTfccAM6Oztht9s5\nkY2Li0NycjL+/ve/IykpCX19fYiOjuZWe0hICLuzUeJIUjV6vZ5bj6mpqbhy5Qr27NmDhoYGzJgx\nAy7XwBSvXC7HiRMn4HQ6OQGOjo4GAC4oQkNDOfGljVKpVKK6uhpisRiRkZG8EEiIPzAwEDk5OUhM\nTGSEa82aNWwpHRERAavVytUi3WBZWVnMR9VqtTCbzUx58fT0ZGI8DS6MNYh/HBUVBT8/P2i1Whw6\ndAirV6/GmjVrkJKSgoceeohVUfLy8pCamopdu3Zh48aN+N3vfgepVIr6+npoNBocPnyYndTIhVCp\nVDL329/fH15eXixjR8iiSCTC5cuXMXnyZBgMBhQVFeHRRx9FXV0dVCoVli9fzooHVHARp47aVEeP\nHkV+fv4gq+C8vDxMmTIFarUalZWVWLFiBUpLSzF//nxGjIlHSkUe8YG7u7sRGhrKqMJTTz2FpKQk\nfPTRR1i6dCm+/PJLBAUFMVrQ09MDpVKJmpoaLgwAcAFA7TNCCqir09PTgxMnTuCWW25hu3D6/Ycf\nfhgJCQncofDz88ONN96It956CzNmzMCtt96KlJQUeHp6cqGXm5vLDy+a7KYHG9F7APDxnTlzZszr\nxuFwsEHL1KlTGaGOiorCZ599Bq1WiwkTJmDNmjVsjiKRSPD111+jqqoKjz32GD/8+/v7UVpaivPn\nz6O0tBSff/45zxOsWbPmmpAzIQeX1hU5fhGfrrm5Gf39/eju7oZMJvsJBxkYQE7+8Y9/YM+ePXjk\nkUewdu1a/OEPf0BqauogNMpsNiM2NpYdFIEfhwiFyZlIJEJ2djb27t2LFStW4K9//SsyMzN5IFiI\nsNDvC1870ncNDw+HSCRiziUVO7RWo6KisGjRIp63IDoGqRpNmDABM2bM4KLyakn5SOe6pqZm1Osy\nNMrKyvg+oJkXq9XKA2o2mw1ZWVm49957MXv2bE4iyUyHug80CFxQUMAKTJ2dnTyMFhISMqbj6u/v\nZ4mvnp4ebmmbTCa0t7dDoVAwxWvoenQ4HPj8889RXFwMkUiEKVOm4M4770R6ejocDgcADEp01Go1\nD4uLRCIutIUdJ5FIhNjYWKxfvx779+/H119/jQceeOAnBjgjxXCFJCme0Dqm46FkJTAwENOnT8fE\niROZtw4MrGua+QgICGA7Z+F3uFp3Rxgul2tcQA4dB81GdXd3szSjy+XiApHWiJCyNPTeIgSTqABD\nh/SuJYSJMT1rqZigZ09mZuZPrJrpO5CKCSXIHh4eCAwMhEajweTJk5GcnMw21sOF8DwTvTYzM5PV\neSiBdTgcbCR1LetmpCBKCT1fhSg5/UzFCukjC6+BsPAYSk35V46Lz8Fov0ADRRs2bMB///d/w8vL\nC3v37sWSJUtYwzYoKAiRkZFobm7G1KlT4XA44OXlhdLSUrS2tuIXv/gF8/NSU1Px5z//GR9//DFT\nDfLz8xEbG4uSkhKepDYajZg9ezb0ej1Lo7W3t0Or1WLRokUoKSnB5MmT8d133yEyMhLff/89IiIi\nMG/ePLz77ruoqalBWVkZUlJSkJ+fj6amJmzduhWXL1+GwWBAamoqiouL4e3tjV/+8peQSCQ4f/48\n1Go1ZDIZwsPDuTKRyWTssOXt7Y3Q0FAUFhZCLpfDaDQiLS0Ndrsd/v7+mD59OsLCwmAwGFgWy93d\nHf7+/pg3bx6rBgQEBMBqtcJms7HdsN1uh0qlgo+PD5tGBAYG8pAeIel2u505ieS0RwMSNEWenZ3N\nOr5Uyfb09MDlciEkJITd6yIiIhAVFYWuri5+QAUEBDD6R4NJ44nm5mZG9KjdTBWh0+lEZmYm6urq\noFQqWYVi6dKleO211/DHP/4Rr776KqsJnD59GmKxGFVVVZDJZOjr62N0nVzqiE/t5jZguqDRaNDf\nP2ClPWXKFERGRrLDFen3uru74+jRowgODoZMJmNFlL6+PrS0tGD69OnYvXs3q30AwLp16xAdHY0t\nW7agvLwcd9xxB6RSKXJzc/khSvrKQv4qTWz7+/tDr9cz+uvl5cWyg8ePH4efnx/z8Yiq5HA42N5V\nmFCRggKZihDvb+7cudzFofaUp6cnv06pVGLJkiVYunQpX2N/f3988sknjHATD1aIklLrizYxQsSF\ntsGEmo6nsKquruaWG7XCw8LC4HA4UFRUBKVSiWeeeQaBgYH8kKfp6A8++AC33norIiMjuTDt7u6G\nv78/oqKioNfr0dzcDHd39xGlC0d64JOQv8lkQmNjI4qKithtUqfTcTIWFxcHq9XKiBdxMWtqalBS\nUoKVK1fi8ccfh5ubG7u70ZqhodCMjAxGooEfUSkqPIQxefJkrF27Fvv27UNlZSV3yWijuJbEmL43\nmeNQx49eI9yA6JmkUCj42AAgKSlpkASXMITI4rXEeFrllZWVvLZJP91oNEKn07Es4sSJEzFv3jxW\ntQEGnOro2U1dopMnT+LSpUuwWCzMQSUlH6Gl+WhB905zczPef/997N+/n+2E6TmVk5ODX/7yl5g/\nf/5P5L+sViu2b9/OVJA5c+YgNzeX73uRSASVSsVrRyj5SQmF3W6HzWYblGR6eHhgwYIFaG9vx5Yt\nW/DOO+/g5ZdfHnRexhrCNULfXdj+9vT05DVDvy8snsYjwTX0XI/HYIZe63A4GBQRytVRguzn58f0\nt5HegygWRBchKh0w8oDY0Peg5wW9T1tbG3Q6Hdra2ljqtaGhAampqeyt4HQ60d3djfr6epw/fx5a\nrZZzD+qOxMfHIzk5GWq1elAxNlrxSkpAGRkZ6O7uZtWulpaWf0uCTJ8rRIVpPQv3FmHBRSF8zdA/\n/64YNUGuqanh4a6TJ08yarV//35IpVJMmDAB58+f54MKDQ1FTEwM9Ho9rFYrgoODucVIZOunn34a\nBQUFiIiIgMFgYC5wQkICvxclaW1tbWzWUF5ejmnTpuHSpUsIDAxEdXU1UlNTuboik43ly5cjPT0d\nZ8+eRUxMDMrLy1FfX4958+bBYrFg06ZNkMlkaGpqwvTp01FWVsbJulQqZeckGs6LiIhgHgzxZtRq\nNbRaLXOf2tvb4eHhgaqqKk44SJWjvr4e0dHR7CQklUrR0NCA4OBgHgQICAiAxWJhbVpKhr29vWGz\n2ViJoKCggKtsei96ENbX18Nut6O1tRWZmZlc8ZGRATk9tba2sgsftWQIyXB3d2c00NvbG+Xl5ZwY\njiVIlLu+vp5v9vvuuw+bN2+GXC7HK6+8wlQbMlSJiYnBDTfcgHnz5uHkyZPM2zaZTIiJicEXX3yB\n5ORktLW14Y477oBcLmdqBVWc1Jret28ft+i3bt2K1atXM7pMNptvvfUWn/ctW7YgOjoaeXl5eOGF\nF7Bt2zYUFhair68PGo0GRqMRZ86cwcmTJ/HAAw+wjWdnZyf6+/tx+PBh5OfncxJMxZQQvaEihnhe\ntHmQqgvZtp86dQoLFixg0XxKsGmgkDjrVNBQhQ0M8KTr6+uRkJDALUHSn/b29h40VEcygTTMUF5e\nzu1Mm83G15LQIZJxo3Vrs9mYtkG61UK+3Gg6s8MFUa3ICIOQ2g0bNqCxsRE33ngjo67UxqRBOHLf\nfO655yASifj+XLFiBebMmYN9+/ahuLiY0aKhISwGhA9ZQjfIbMfhcDDFhSa99Xo9Nm7cyGgLFbRO\npxMGgwGnT59GUlISVq9ezX+fkZHBBRshJWTSQ4nm1TZ+2jSuv/567NixA8ePH8fEiRMBDE5YRitw\nqQvgdDoHuVEJEWgK2pSoY0Eo1mgJgDAZGm0DG8+6oWccIchEH+ru7uZnGdm2k7QU6e9Sa1osFvMA\nkkajgcViQWNjIzue0jP0WoMSpqamJrS1tfFalkqlrPZSU1ODd999F1KpFNdff/0gRNhutyMpKYlb\n3sSNdTgcKC0tZRMh0pklows6x8LhVeF1pJ9pXdCwXERExL+UYAxNeoV/R8nOcK+52v9faxBffjxB\nzxJCgEnWj55tRL8TKq8Md28QIk4dC+ocXsv9QUGvr6+vR2FhISorK9Hb2wuj0chKG0eOHBnEL6ZE\nnvYkuVzOdL/o6GhERkYiMDAQcrmcO8lDv4cw2Rwa7u7u8PX1xcSJE9nFt66ujtf0eM+7MIaiwEI+\n+3DnmmIkNHk8nz3s+4/2Yg8PDygUCixduhQulwsXLlxAXFwc80MaGhoQHx+PpKQkKBQKWCwWViSg\njVUikaCnpwf+/v7cUpk3bx50Oh2USiX/XUNDA+RyOW/AZrMZERERPEgUEBAAmUyG6667Dl5eXvj2\n229RXFyMEydOIDo6GkuXLsVXX30FnU6H5cuXM5WCkMSPPvoIu3btwvXXX4+YmBgsWbIEwcHB8PT0\nxNy5c7Fw4ULs3r0bly9fhslk4mSfKAiUcEZGRkKlUjGnl2gTNpsN6enp0Gq1/GAmVQtgQIKru7sb\nR44cgV6v5+9P1AhCjfr7+3HlyhXY7Xa0tLTAYDCgt7cX3d3dUCqVSE1N5XNNcko6nQ5NTU1skkBD\nEHQd6OFOFruUxLS2tjKvtbu7m5M2cgJMSEiAVqsd86Krrq5GTEwMUlNTsXPnTvzhD3/A9u3b8cc/\n/hFisZg1jIkSYLPZcOHCBbzzzjvYvXs337T08MrLy4O/vz+6urqwcOFCxMXF4cyZM4z4D+VQkVMg\nGb0AA0k7Ja2NjY2orKzEhAkT8PLLL/O6njx5Mk6dOoWHHnoIiYmJKC0thV6vh9FoxO7du/lB4enp\niV27dmHu3LmYOnUqvv/+e6xfv54LOtpI6cFDlAQ698LWPcmPLV++HK2trcw7pcQPGBhCIq6em5sb\ni9WLxWLmiFqtVhQVFSEgIIBNX4RSQzQUSwgvnZMzZ85wS72oqAjAj7xJITeRugsABulXCnm5wpbi\neFrl1OIkrdGamhoYDAYcOnQIfX19UKvVMJvNMBgMaGtrw6VLl3Ds2DE2z+ns7GTL2iNHjrASgFQq\nhUKhYI1QoloMjeEexMLErr6+HseOHUNGRgZeffVVfPTRR3jiiSeQkpKC/fv347bbbkNZWRlvHpQc\nzJs3D4sXL2YR/vLychQUFODll19GdXU1ampq0NXVxSgsUTQsFgujx8I1LmzFUkFWX1/P11oY9F4j\nfTdKGoUtytGSXbo3r3VTupbNjt57PJuc0WjkJMnf3x9isRidnZ0wmUy8nsRiMcxmM9rb23HlyhUU\nFBTwvd3S0oLOzk6WiZw0aRIWL16MjIwMbmcTJ/hawuUaGJLS6/Worq5m3fZ58+bhxRdfxG233YaU\nlBQYjUacPn0av/jFL3D77bdjx44drIDgcDiwYMECLFy4EAsXLoTT6cT333+P7TyJN/gAACAASURB\nVNu3Y//+/Th9+jQX6ITSCoNAFlpPQlUSopPRjMbFixeZ+vDviqGo3tD19e9G/sbTsSKFB2ERJZPJ\nIJfL2cyJZiBG47PSnkXJNeU/NDg2mpEJFcNarRbl5eWorKxEY2Mjr2OXy8UuqKSVTOeMZkHIuI0U\nwSwWy6ACmO4/4Z+hRc1wQTzm2NhYBlGcTucgIOXfEbROqDtJszp0ToV/hB3jay1AxhqjIsgWiwUa\njQZisRgJCQmMlJaUlKCkpAQ33XQTt3nlcjmLant7e0MmkyElJQVmsxnFxcWDKneDwQCbzYaqqipM\nmDABRUVFmDFjBiorKxEeHo7GxkaEhoZi8+bNKCkpwe9//3u8+OKLOHbsGNatW4evv/4ad9xxBw4f\nPozKykqEhoYiPz8fAQEB+PWvf42WlhasX78e999/Pzo6OuB0Opn+cOnSJWg0Ghw/fhz19fVISUnB\nyZMncfDgQcybNw/V1dWYMGECLBYLG0EAAzegRqOBu7s7WltbUVJSgqioKOYiu7u7w2QyISMjAw0N\nDRCJBrjC4eHhTKdQKBRISkqCWq1GTU0Ne56TrqRMJoPdbh/UJhaJRIMci4xGI+rr65nKQuhBfX09\nzGYzlEol+vr6eOCQjBaMRiP8/PwY0bbZbCgsLGSE3t/fH21tbUxrIfL8eJyX9u7di6KiIpw6dQoa\njQaxsbGsolFRUYH169ejtraWpW9iYmLQ3NwMLy8vZGdncwVtNpvx7bffQi6Xw2Aw4I033sDkyZPx\n5JNPIj8/nxN6SnYoIXzmmWeYs0myN7RR9vb2ore3FxkZGVw8KZVKvP3225BIJGhoaMCUKVNwzz33\n4IYbbkBqaiqys7N5oLKvrw/nzp1ju3Oj0Qi1Wo09e/awRrHwoS90aRLKvhEKa7PZ2LRm3759CAoK\ngsPhQGJiIrq7u1mkngZZiJsmTJCtVivLmdFASWdnJyoqKpCYmMh0D6vVyokzGbZ88sknsNlsmDlz\nJnx8fHianB6clAw5nU4euDIajTCZTNziJRt5ogmJRKJxDek1NDTA6XQiJycHXl5eCAsLQ1tbGzo6\nOuByuVBbW4tz586xGQ5RoIgvCwCHDx/mDtDEiROhUCiwY8cOvPfee4x8DsdXHCmBpHNhMplw8OBB\ntLS08HS+m5sbbrjhBsyePRvPPfccUlNTcfPNNyMjIwPr1q1DRkYG8zDd3NxQXV2Nb7/9FleuXMHB\ngwchFovx1Vdf4fbbb+dnAZ1vEssnzfShCRC1cL29vdmljpRghqK1oyWlNOwyXFBBN/Q8DU12he3W\nqyGDoyGJ46FYdHV1Mb1i2rRpsNvtOHLkCBcQ9GwrLy9Ha2srqquredLd39+fC2qSRKPWtlwuR3h4\nOEuVXWtCQB3ExsZGtLS0MEVPo9EgIyMD06ZN44HlDz/8EAUFBWhsbMQHH3zA+09NTQ2ampoglUoh\nl8vR0dHBhZe3tzcCAgIGDXMOlyAM7YRQ0eZyuaBQKPh+P3nyJKZNmzYuDeqRPnOk6zxaMjbezxzP\nAKXQ44Bc8kjJggZQSb2C7g/qMg0Neh+pVMoWz8RFJlrk1dDW/v5+lqVsampCR0cHuru7WYKNhu2F\nx+bj48OGIOROrNPp4OPjw6YnJFs3lMst/P9rKYqp+IyLi+NuBc1d/KfGqAnyG2+8gQULFmDJkiWs\nl0qSPXFxcYiOjkZQUNAgi0jSCmxpaYHVasX+/fsRHR0NDw8PlkM6ffo0kpOTIZPJ8MILL+Cxxx6D\nwWCAQqHgzyE5mOzsbBw9epQRvnPnzgEAamtrodPpEBMTg8zMTG4VCydRv/jiCygUCmzbtg3ffPMN\nFi1ahKNHj7KpiUwmQ1VVFZqamthaecWKFQgKCkJjYyMnL0ajEa2trUhOTmaEjugjxBWlZESIzvn5\n+cFms/EgGA3BSSQSxMXFweVy8SL38fFBT08PNBoN7HY7qqur2RAlKCgIra2trOVLChQ+Pj58Y82a\nNQvHjx9Ha2sr8vLy0NPTw1PEzc3NAAaGLgnJJwtiKlzq6upQVVUFX19feHt7o6amhmkcY42mpibW\ncnZzc0NGRgb6+/vx1VdfISAgAHPnzsXOnTvR1NQEvV7PCKDRaITVakVUVBQiIiKgUqmQkJAwyHxA\nIpFAoVCgqakJFRUVuP766wfx3ZxOJ0pLS5GYmIjg4GC4XAMObEajEe3t7UhLS8Pu3buh1+sRGxvL\ncnYOh4NpHcXFxbBYLPj000/x3HPP4ezZs5g9ezZSUlKwbds2FBUVYfPmzbhw4QLmz5+PzMxM3HHH\nHVAoFIy+AgMPFhroFCbOfX19TKGhIoi4tOSwR0kcId8pKSlMvyF6A/HLycY9KCiI1S2USiWbotAg\nKF1b6lSIxWL89a9/xSuvvAK9Xo/4+HgEBgYCAB8jIQ/CpLmjowP9/f0ICgqC0WhEcXExZs6cOYi/\nNx7r13PnzkEkEuHuu+8GMGB139/fj7S0NFZi2bhxI6vhEKqnVCqRkpKCtLQ0REZGQqPRoLu7Gzqd\nDkVFRTh8+DC8vLwQFRWF6urqYTfpoXQEQuXb2trYcYt0qWnISzg9HRUVBaPRiMLCQqxYsQJ5eXmQ\nSqV48cUXcfvtt8NkMuHIkSPYsWMH9Ho9xGIx3nvvPcycOXMQv44SGUL96diGbnC0joCB4bHLly9j\n9+7dWLlyJSdCwo18OPoIvc9IrXihlJUw8aFrTCYtNMxH7zdaDIdyC7/7WIMS5IiICFagCQoKQk1N\nDXx9fSGXy1FfX48tW7bwMzQgIACRkZGM8lPi4evri5qaGhQXF8PlciE+Pp5dDa/VNMlqteLUqVPo\n6OhgxRsavCZqhEgkgkajwcsvvwy9Xo+PP/4Ye/fuxeeff44PP/yQlWRUKhWroOh0OoSHhyM9PR3Z\n2dns+kbnbrjETVjoCq9RWFgYgyCkNT6aVu9YQpgMXytSOd6gQnGsYbFYeH5CIpEgMDCQC1LhehA6\n5QqR2KH3IxXsvr6+6OnpAfCjXXVLS8sgHvbQ6Ovrg1arRW1tLVpbW9He3s45EdHpiFccGhqKkJAQ\nBAQEwGg04uzZs7hw4QI6OzvR29uLzs5OTuxJlUo44Ca8568FvaffJ7Mr2iPq6up4sPc/MUZNkImI\n3dLSwsmSh4cHPD09+f9dLheysrLYTtXb2xtWqxVTp06FSCRiq0yRaECTkswxLl26hEWLFvHkNhlI\naLVa5rBqNBq0trZi0aJFSE9Ph1QqRVtbG2v1xsfHY//+/cjMzITRaMSePXtQUVHB7WQvLy9kZmZi\n2rRpuPvuu/HMM8/Abrfj1KlTuO2221BZWYnp06fjnnvugVqtRkREBA8zkURdTU0NC+FLJBJ0dXVx\nokkJLyUhFosFwcHBkEqlMJvNcLlcjOiQDi9tAmfPnkV6evqgjc/b2xu7d+/G5MmTWb+Y0ANKDPV6\nPQ4cOICwsDDMmDEDTqcTra2tCA0NRU5ODnQ6HW/ehCYSuk8PShoSCw4O5huKOHGJiYkICQlhLuB4\nFn9/fz8SExO5pefm5obKykqoVCosXLgQGo0Gy5Ytg5eXF9ra2lBXVweJRILy8nIEBARgxowZ7Jw2\nYcIEyOVyvP/++zCZTOjo6GBU+6mnnsKOHTsGDau4u7uzn31XVxdr8k6bNo3b0Lm5udi6dSuqqqqg\n0+nw29/+Frm5ubj33nt5ECEvLw8PPvggHnroIcyZMwcnT56ERCLBunXr4OY2YMgyc+ZM/PrXvx64\nmf45JEfJDPHahG1OQrspsRVSFCwWC26//XZs2rQJVquVuwj0+8DARkCoMvGYSeLpo48+wgsvvMAo\nMRVPdC/ZbDZcuXIFvb29yMnJgcVigd1uh1wu504LJfj0WtoI6LhJLis9PZ3b0x4eHtBoNNxKJFR7\nPFxSKjaF5jSdnZ24/vrrsWDBAu60kC0qta+9vLwwc+ZMpKenM73E29sbJpOJ+eTz58/Ho48+iq+/\n/hpnz57FsmXLfrK2h9qU2mw2bNu2Dfn5+Zys7N27F8ePH2dDDACDDBuysrJQWVmJ7u5uzJ8/H88+\n+yw+/PBD/P73v0dWVhbMZjNmzJiBOXPmwNPTkwephAm6ELkfDh0kzjINYM2aNQu1tbXYtGkT7rrr\nLr52tCnS+w6H8AoLHwqiYAkTbXo/asUTqkTreiT0WBjCJHu433O5XONK0mh/CQ4OZm3p7OxsmEwm\nLF68GHl5eZwgEm1FoVCw7CbxS202Gzo7O9HQ0IDKykpMmTIFN998M6PBVVVVI1p8Dz0e0okGwC1p\nkpEUgg7u7u5QqVR48sknceutt2Lz5s1MKSJ1ArLJpj0yKSmJB8CFawb4KS+T/is8525uAxboaWlp\nqK6uRm1tLerq6hAbG/svS2MJY7jOwc+VTI1Xd5007aVSKYKDg1kCk9r4hOAK78ehPGs6t8I9l+zJ\nidtcWFh4VdOt3t5e1NbWorGxkTsYZrOZO2UkX5iamorw8HCWhyT6XktLC0pKSmC1WtHT04P29nbu\nPpACBN3rRF0YS9B9TtJsIpEI58+fZ9fb/8QYdUUlJSUhJiYGsbGx3GIiIwdqS9lsNq5k/fz8GJmi\nhURtbavViqysLBw/fhy9vb2YP38+pFIp7rvvPuzduxd9fX1YvHgxI2ZqtRpr1qxhx7euri68+eab\nKC4uxu233842zkuWLMFjjz2GXbt2wWq1oqWlBbGxsUhISBiUhJSXl2PdunVobGxEQ0MDvv76a9xz\nzz1obW3Fpk2bsH79epblEYvFbDoRExPD1bxcLofD4WDeLIneu7m5sa11e3s7c12J7xYXF8dVJbno\nEe+Tkmdqcwp1WvV6PQwGAwIDA+Hl5YXi4mL4+/tDKpUiMjISXV1d+Pzzz5Gens7VKbXeaHBFJBKx\n5iANWpHMGNmIm0wmhIWFISIigq2r7XY7Ix9jDUJc5HI5n/9bbrkFd911F/OhkpOT4e3tjeTkZFah\noPYhJYXR0dHsWtfY2AidTodf/OIX/HsikQj79u3DqlWr2OTE398fKpWKeVlC5Ky6uhovvfQSZs2a\nhbi4OCxZsgTbt2/HX/7yF+zevRt/+tOfsHr1asyfPx/Aj6jM4cOH0dnZic2bN+PYsWPw9fVFZmYm\ntm3bBpFogONJ6gvECaWhH3KYIyk9Mo4hh0SiW7z//vt44IEHEB8fjxUrVuDxxx+Ht7c35s6dC61W\ny+dNq9Xy9SMOqZeXF5KTkyEWi6HRaODl5cXcRNKpDQsLg1qtRmtrK+rr6xEaGgqz2cxIVnR0NNMn\nADDHSyQamJqn70Z/R/ckyQiJRCIeAg0JCcHMmTPHvG7ouCUSCa/d6OhoPPLII/yADwsLQ3JyMubM\nmTPi8BEVe3v37sXly5chlUpx8803c0eD6Ds0tCgMYSLR2NiIDRs2oL29HXFxcazZ/sorr8BkMuGR\nRx6Bm5sbSyYSygQMoN8nT55Ee3s7/va3v+Hdd99FYGAgZs2axQXelStX0N/fj/Dw8EEDWkMRXUpU\n6VgvXryIgIAAeHt7w2w2IykpCbm5ufjiiy94rkAoqA/8VAaJYmgSJfxcWttEWaHWrnBg6WoJz9WS\noqF/R/vFeAorojERN9PDwwO33347li5disTExGtKnujzKysrUVpaiqamJqxZswaTJ0/Gvffei4MH\nD2LXrl1YsWLFqEkk0ajEYjHUajVLZ5aWluKZZ57B66+/zt1BOheenp6Ii4vDc889h9/85jdobm7G\nzp07md4hk8ng7++P+Ph4REZGcnFFHSvh8O9I14TWNnUlZ86ciZ6eHjQ0NODixYuYNWvWmDoBI8VI\naPH/NqSRZkAo+UxLS4NGo+GkUkjfGw4xFgYBCf7+/lCr1bzX0v1TVFTEFLyh4XK50NbWhqqqKmi1\nWk6OiU5HHSUhx5mez6RYERoaCpVKBZ1Oh5CQEKSkpGDChAnIyMiAUqmERCKBj48Pv54GxsdyTWgP\nSExMhLu7OyoqKqDVahEWFjaq0+H/xRj1qTF//nzU1dWxpXN4eDh7lAMDwxFCLTtacGSOQW1xSv4u\nXbrEEl2+vr7w8vJiOTez2Yzm5ma4XC7k5OTg2LFjjBJXVVUhJCQEYWFhaG5uxtmzZ2EymZifOn/+\nfDzxxBNYsmQJXnrpJXh5eaGlpYUlejo7OxEUFITm5mZERUUhJiaGEcUvvvgCDzzwAN8AOp2Oq3JC\n2dRqNV98asP09/ejoaEBvr6+qKioYHve3bt3IyoqChKJBDt27EBiYiJPlh47dgw+Pj7Q6XRso01C\n6iTRNWfOHJw6dQq1tbVISUnBhQsXoNFoEBcXxxP0EydOhF6vx8WLF5mPSTxoGkhJSEhAT08P3+jk\n4qdUKtHc3MwKDm5ubigoKGAh/+DgYADADz/8AI1GM64p1erqajZRIXUJIWpCCZaQkE9DCISckHVt\nQ0MDfve73yE0NBTr1q1DSEgI3N3dkZ6ejrS0NAQHB6OxsRFBQUEwmUw8SEbv5+7ujr/97W/w9/fH\n6dOnodVqGTXIzc3FTTfdhKeeegq//e1v+WFG/G7gx4RLIpHgkUceQW9vL7Zv347XXnsNjz/++KAW\nJr2GEhrqZAADKBIhSURBaG5uZknB+vp6bN++HStXrsTzzz+Pw4cP48knn4TL5UJFRQWSkpLY+puk\nb8iZyGQyYcqUKdDpdJw0U/Hq6emJgoICWCwWXHfddexk1NLSAh8fHx7+o2KAEDj6XvR+pK5A/Fih\n7TPJrolEItTU1DBiMdYgWg59jhClHC6xG26TovO/f/9+lj5bvnw5br75Zu72lJeX4+zZs0hOTmZt\n2+Ee7kShKisrg81mQ05ODn73u9/h+eefxyuvvIJ9+/Zhx44dLBMm5OtSgSaVSvGb3/wGq1evRkVF\nBXp7e9namXiCtE6JjkPrcygCR+d+8+bNWL16NQMSSqUSCxcuxJdffokffvgBCxYs4C4SgGseZBGi\nYYSYEVWGUDEaCr3WEKLG9N+rvX68aBQhY8DA96Wi41rXIX3nqqoqpmvk5eXBy8sLOTk58Pb2RmFh\nIVpaWkZtK3t4eMDPz4+VBZKSktDV1YUtW7agtLQUPT09uPvuu5Gfn/8TJI8ADY1Gg+XLl6Ojo4NN\nskhpiUAE4Ee0H8Cg4bCR1jMl976+vpg+fTrOnTsHq9XKxZqwUPs5kuSfK8ZzrBKJBKGhobjuuuuQ\nl5eHyMjIaxrIEwahxHQNqAgWi8XsQEcD8SOdD5fLhaqqKtTW1jJgRd/JZrPxDIbRaIRer0dCQgI0\nGg3bXnd1dbExWHZ2NpYsWcLDdELpv6ExnnPm4eHB722327mbP9Zk+/9CjPrkmDNnDs6cOcObESUz\nNDUcFBQEu93O7l4kSebh4QG9Xo+enh7m3B48eBDe3t6YOnXqoBaiu/uADbJYLEZQUBC6u7sRFBSE\n2NhYTpLI3W7KlCn46quvmI9oNpuxYMECrFy5EiEhIZg2bRo+++wzvPTSS9wuIrckckqz2WyIi4uD\nl5cX4uLi8NJLLwEAtyW7u7vh5+eHjo4OeHp6orW1FXa7nWkXRMFwOBzsykT2kjQIJ5VKYbVaUV5e\njl/96lds/kE3AlFS3NwGNHMvXbrEnFlCmXNycuBwOJCUlASNRgOtVospU6bweSW3mZiYGN64SPKO\nhtqcTicnj4Q4ubm5MZe8ra0NVqsV2dnZPOFfUlLCwyB+fn6M1I8l/Pz8EBERwedJeJPSTUTJpJDX\nRYNslLhv2LABn332GVwuF9auXYuJEyeipqYG/f39eOONN7BmzRosXrwYv/zlL7Fjxw6Ehobye4pE\nIrY+//777xEbG4t169YhNDQUV65cwdmzZ1FcXIxDhw7hwQcfxJ/+9Cds2LABixcvRmNjIzT/HOBz\nd3dHUVERuy36+fnh3nvvxcqVK7mN5uY2oGtLKLjD4YBWq2U5wwkTJnCiTMUBJdDUthaLxcjIyGBN\n3eeffx6af/LRq6qq8Pe//x2rVq1CQkICnE4nU3BITcXf3x/nzp3DlClT+IFN0n2rVq1CSUkJmpub\nWSouJiaGixGi3QgRcABc6KpUqkHrizj+ERERTMcgExri6W/cuHHM6yYpKQmJiYm8JsY6nUwJHXH4\ncnNz8cwzz8DPz4/Xnkwmg16vR0VFBerq6hgRpGsiTOgMBgNv9LNnz+ahlLfffhtfffUVtm7dinnz\n5uF//ud/MHXq1EEbKxVMOp0OwACinJOTw2u9v7+fk2NhYkftUbVazWL/wk24traWtc+pwPT29uZN\nisxhiO5DXYqh52loDG3LC4sNAIOsacfSLhe2pa+GwtHPZMoxlqCkmgYwCSUbDq272nGSUsprr70G\npVLJ70uDskajER0dHQgNDb1qEkX3Ml1boo7k5OTA09MTXV1d+NOf/gStVovbb799WPttd3d3hIWF\nITg4mOdVgB/56EJeOq0PAKyzLNQWpsKK6DH07+Hh4UhOTmYE0+FwjFiQjif+fyVM403GJRIJwsLC\nkJ2dzaDWeCgmDoeD7xM/Pz+kpaXBZDKhpaWFB0JJLGC493e5XCgtLUVtbS0P9NO9YrPZWDJWq9Wi\npaWFDdPIIjsgIABqtRoJCQkICAhAaGjomAvZaw2RSMScaHKbpTmrsdxv/xdi1AS5rKwMwMBDixYg\nJQESiYRd5YhrSg5vfX196OjogNlshkwmg0QiQXh4ODQaDScTZO3o6emJlpYWtLe3o7i4GH/+859R\nWFiI2267DV1dXSzKL5fLERUVhfj4eLS1teGhhx5CUlISSktLYbPZ8M033+Chhx6CSCTC5s2bsXbt\nWh5WoiEOQlIKCgpYro7QPCLTt7W1ob6+Hmq1Gu7u7myf2tXVhZqaGsTHx6O2tpaPn5IIDw8PTiTI\n0re3txevvvoqnnrqKahUKmRlZSErK4vNG1QqFXbu3Ine3l4kJiaynBxxFd3c3NgognhDgYGB0Ov1\njD4BwMGDB5Gbm8sT2SR+T5UlTcQDYG3kS5cusf4zaYJ6enry9QoMDGSJufFEcHDwIA4yFUQ0IEbo\nPOn1UuHR3d3NmqXz5s1DUVERfv/730OtVsNiscDT0xP9/f1ISEhAUVER6uvrAQxIhJlMJkRGRgIA\nJ3Hu7u6Mst1555145pln8Jvf/AZpaWn4+uuvkZOTg/fffx9HjhzB2rVr4eHhAa1Wi7vvvhsWiwUS\niQTTpk3jJNLlcvEgh7C9Sbxu4qxFREQgIiICOp2OOfxff/01ZDIZrly5wrQYQl+fffZZ1nD19PTE\n7NmzUVlZCbFYjEcffZS1WIWDTN3d3TyEYTabWf7Px8dnEFWlv78f8fHxePrpp/H888+jsrISkZGR\nOH78OCZNmgQ/Pz9WUBFuuoTy0+eKRCLs3LkTVqsVd999NxwOBxfH1BonupXBYBjzmiGqR3d3N4AB\nu3WKkQa7hoZIJEJgYCAeeughhIWF/UQiLT8/H5999hmSkpKwa9cu5OXl8dCu8HNcLhfq6+shk8kQ\nFBSE2bNno7m5mSUBn376aaxduxavv/46fvWrXyEvLw+LFi3C1KlTOckghRmdToeOjg5OiOkaEmWF\nNhYagqF5ioSEBISEhKC9vR1WqxVO54DxxE033QQfHx/mudO6mTBhAg4cOIC33nqLaW6ETAuHtK61\n+KAkTMg7pnMz2muF55EKKOJMC6WwhMmYSCTi+3ksoVQqYTabmfZDcpdjTRCcTifi4+O52KBwc3ND\nREQEioqK0NDQgJSUFN5PhgsPDw+EhITwOqCOVF5eHkJDQ/HFF1+gvLwcTz31FJ599lmsWbMGL7zw\nwk9k5KgNTjQsIZd8aIJMSTDNmgiPnxJo4bl2cxuQNktNTQUAHkYlh8T/LTHeYvlaws/PD5GRkYiM\njGSu73iiu7ubuxW+vr6QSCRITk5GYWEh72uEJA/H/SXXz7a2NgCDJfIoLzEajTwPRvePt7c3YmNj\nMXPmTERHRyMiIgK+vr4/W3JMQc6ZNpsNzc3NiIuLY9rGf1KM+m0Izbl48SK6urpw4403somHl5cX\n+593dHQgODiYb2SDwQC9Xo/w8HD4+vqiqqqKW/+ESAoRPuLRrV+/HkePHmUy+IEDB5Cfn4+Ojg5Y\nrVZs3LgRaWlp0Ov1+Oqrr/Bf//Vf+PLLL1FUVAQvLy8EBATgb3/7G1avXo333nsPly9fxsyZM/Hk\nk09yq58QBppmpgE2f39/1k0mNMxms8HX15fFv8vLy7Fz504kJiYyPzY4OJi5noTOVlRUICQkBA8/\n/DD27NkDnU7HFAgamqupqUFfXx9SUlJQVlaGnp4ebg2SjiclQjqdjm8sGs4hdLaiogIikYgH7ShB\noWOiYqa3t5cfnO7u7oiIiMCBAwdgMBig0+lw0003Qa1Wo7e3F2q1mgsL0k4eS7z++utIT09HW1sb\ndu7ciczMTOTm5nJCSYOeAFjHOTAwEFarlSeH+/v7oVar8eabb/LgJwBUVFQgPDyc6Tp33303jh8/\nzk57hO6Q1afL5cKqVavgcrlw6tQpbNu2DY8//jh6enqwf/9+JCQkYOnSpQgICEBiYiI++eQTVFRU\n4Msvv8T+/ft5MxKJRLxGent7GQ2gDYX4s1QE0L9bLBb85S9/gdVqRWJiIhYuXMii68IBqpCQEH6A\nPvXUU3jnnXd4II+kexwOB9avX49Vq1ZBrVazsYHVaoVcLodSqYTdbucHlclkglarZQTshhtuYAfG\n1tZWaDQaeHt7c2JMWqJ03oRdHtqgrVYrzp07h8OHD/Ow03333Yc5c+awGgBJGo415s6dC29vb3R1\ndaGpqQkzZszgdT8ar1E4KKNSqXhwc+hGsWzZMnz66adIS0vD+++/D5vNNqxEFJmQhISEsDOWt7c3\nOjo6cPHiRaSkpECpVOKFF15AV1cX9u7di82bN2PZsmV48803+bipM2Y2m9HS0sI0J3LLHHp8YrEY\n8fHxAIBPP/2ULdQnT54MlUo1yFCiqalpEJd68eLFOHTo0KBrRwo61KUYVVe14AAAIABJREFUet6u\nFkJda+FwkvDna3kfohM1NDRAIpHwJDx1UITHNB7VnOXLlwMAZs2a9ZPk9lqDkLHMzMxhv5Ow6zNa\nsuZwONDS0sJgQGdnJ6xWKzQaDWbMmIHk5GTU1dVh165dOHXqFLZv3w6FQoHVq1dDLpf/BM0XPoOG\n/iw8Dio+hGi98P5wuQYGT2l4mQbhSSO6ra1tTG6BP3cMHYi7WownISRON7kQjhcBbW5uRlBQEPz8\n/JgbHBwczNxcmu0YSdnHbrejrq4ORqOR6VXUARHaOwt17emPXq9HXFwcq1r93MkxMPA8UCgU0Ol0\naG5uRmtrK9OJ/pNi1ASZbiQfHx9ERUUNsmOUSCS8scrlcpjNZh4+stlsiI6OZnkpGjSz2+3w9PRk\nJysyxSD929bWVvj7+6O1tRU7duxAVFQUKisrodVqERQUBH9/f3z11VeIiYnBggULUFRUhKysLFit\nVpw5cwaxsbGYMWMGpFIpGhsb8cQTT+CDDz7AuXPnkJaWxkMMtHGIxWJOdjo7OxEYGMgIhNVq5e9L\nGq9KpRIKhQL+/v5c2ROiTs5dtECpmqfJ+8DAQLS1tSExMREAEBsbiyNHjiAjI4OnrwntokSJBOP9\n/f1hMBhQUFAAnU7H+p2EGDqdTuYCET2hpqaG0UylUsktNKJ2aLVaqFQqmEwm5Obm4ujRo8zrJUte\nEiofa2RnZwMYaE3OmjWLp62JH0c+64RqESXH6XTyORBunBaLhTf3bdu2IS8vD+3t7RCJBlQczpw5\ng/b2dpSUlCA3N5df09HRwTSAtWvXIjc3F0VFRZBKpdixYwdWrVrFWtYajQbJycmsRPDxxx9jz549\nuOWWWwZRQEiPUijATmiMWCzm9pgQsXvwwQcRHx8/iN9HyIgQtRWJRDy17nK5BrVLfXx84Ofnh/vu\nu4+PhQo4QrOF7XuiQ5FVOrXnRCIR00fIHZLa8GTIQ8gVJUbAwEOxvr4eNTU16O7uRlxcHGbNmoUt\nW7bgzTffRHh4OJKSktDY2IiIiIgxuY5RpKWl8eYv5JILE4KhG+bQRICOdaRNgjjWJLEnkUiYggEM\nTsRDQkLg5+eHiooKbN++HWlpaZBKpUhISBjUEZk9ezYiIiJQUFCArVu3IioqCo899tgg9RKpVMrO\nj3RtRjpGGg6+++67GRUamuwQbzQsLIy/L7lF0tArnQvqaA1NvK4WwuREiFQK//1agl5nNBoRGBjI\nMw5Go3GQRTlFWFjYNb2vMO644w7ufhGfe7xJwtWuCSXRoyVSVqsVxcXFzNUn/4DY2FiEh4cjPj4e\n06dPx9SpU7F48WI0NTXhxRdfxN///nccOnSIjYDoeCgpHnovDHfswkHRod+H1k1hYSHmzJnD95lE\nImFKoPA59b8lruVajie5XbNmDbKzszkvGE+IRCLe74SJK1FL6boRDXK48PHxwdSpU1mggJLN2NhY\nrFy5EikpKUz/6OvrQ2dnJ7Zv3473338f/f39bHZDecnPff1o/VHhLbTV/k+KUc8iqTaEhoZCqVTC\naDSiqqoKMpkMPT098PPzQ2trK1et3d3dnCiTQoPFYkFGRgYPB4nFYhQVFSE8PBwAmIcbFRWFjz/+\nGGlpaUhNTUVAQADzcTMzM1FQUID7778fOTk5UKlUKC8vh5+fH+uSkuRZYWEhlEolVCoV1Go1UlJS\nsG7dOmzYsIG5e4TACnlvlCyQVmxpaSkrRtBGSuoOZrOZuWXE81OpVPDz84NOp+MkOCwsDEqlEkFB\nQfDx8UFMTAwnh3RT1NbWIjw8nCtGrVYLqVTKiVFfXx9TKTo7O5GSkoLm5mbU19cjLi4O/f39aGlp\n4SouODiYb5aCggJkZWWhtraWJ1iBHxUK2tvbkZ2djf379zNy0d/fD41Gg1OnTkEmk41rwyKk2GKx\nICkpiQXMaQCCBPyJFyeTydg6mDiwdCx2u51pOwaDARkZGYzkuVwu7Nq1C9nZ2YiNjUVMTMygqePe\n3l64u7tj0qRJfO7Xrl2LK1eu4I033uA1DQygCWTnOXfuXJw/fx5vv/02AgMDf8IvpeSRNIyFLU1K\n/GmjUigUCA4OZhkpej0A7mDQNff394fT6cTkyZPx7rvvwmw2w2w2s5wiMJC0NTU1obOzE2q1mlGG\nhoYGhISEsCQRMNCy9/X15YFYf39/Lg6JLkBJHzlGAWAOdVhYGLfHfX19odFoWK4wPj4eJpMJwcHB\n8PX1RUJCAvOVSTd4rCF0BhwpwR66kV0NVR4u6FqZzeZB9uNDf0ckEiE0NBRqtZoHGsViMbKyspCS\nkjJos2tqakJfXx/eeecdbN68Ge+++y6SkpJYyo02FGrDjpTACMPDw+OqyYqHhwciIiI44SeFE0Ks\nhCEsGK6FHiE8NlqrwyXXIyF8Q+kHHh4eCA0N5cE1kh8cDukdT0EeFBTEz8ufiwdJHUIhwjtS+Pr6\n4vrrr2dJ0uuuuw4RERH87KLXx8bGYseOHfjwww+xb98+9Pb24h//+AeWLl3KSi4ABhWqwOgJ49Xo\nR6Q+MH36dIjFYhgMBgZkfH19/9fxSK+lqBOu07HEv5ocD3ccREfz8PAYhKgOp5hD4ebmhptvvpmf\nRfScuPnmmzFlypRBr/P09ERoaCjWrFmDzs5OHDhwAL29vSgoKIBIJEJ8fDx3B37OoP15OIDiPyWu\nyUmvr68PoaGhPKRBLVxhW7akpIS1+fr6+nD69Gn09PQgJCQElZWVnLhQi4H4tdS6NRgMqKmpQVRU\nFIKCglBfX8/yXhaLBUePHsVtt93G9IELFy7g4sWLqKiowDvvvAOLxYLW1lZuWUdERKC5uRl2ux0x\nMTHo7u7GgQMHsHTpUnh7ezNqRjzdwMDAQa0Mo9GIyMhIGI1GOBwO6HQ62O12lkohXiLpMvf39yMi\nIgLr169HTk4OIiMjYTAYsGnTJixZsgQOhwM+Pj4ICgqCwWBgdJEE7OfOncvnpLq6Gn19fcyfvHLl\nCtLS0lBUVISDBw/ixhtvRHJyMjIzM9HT08NTzWlpaejr68P58+dhNpsxa9YsTJs2jYuClpYWOBwO\n7gio1Wr+PiKRCAsXLmQE/ejRo5g+fTrKysq43TueIE4u2YcT0kmJP0nhULuVjErc3NyYdkHubT09\nPdBqtVi1ahXTSwAgJycHTU1NjLRTMkBSbESNeOutt9DQ0ACVSsWJs0gkYh7omTNnEBISgu+++w4L\nFy7ELbfcgqNHj+LPf/4z9u3bB2DwQCHwI6pEn2mxWAZpxbq7uw9SeqE2N617mUwGsViMDz74AN3d\n3Xj77bdx6NAhvPvuu0xhItSaigZ3d3cejiX+stPp5HNMPELiaxsMBpaaIwMeMinx9PRkWT9qMZJB\nCCUdFDQkFhISggsXLuDVV1/FpEmT8PzzzyMhIYE/k9DYyZMnY8eOHWNaL0KtzrEkcWOJ9957j7tH\ntBaGbiZ0ntVqNZYvX45bb70V8fHxEIlEkMvlwyoP1NTUQCQS4dFHH8WlS5fwxz/+EZGRkUhMTOQk\neSzHPLSLMjQoOS0tLeXn4p49ewZ1N4Y7j2NNjocrSIbSK0b7DA8PDwQEBAw6LupkDT0v1F0cSxC4\nMBaEfLyfQSYfVwuxWIzExESoVCoGT0glSPhaDw8PpKamYt26dZg+fTo+/fRTbNiwARcvXsQrr7wy\nZkrMtYSbmxtaW1uh1WrZj4BmQYiW9L8lxlPIjSWExcq/M2hPEA6iC4GL4X5/woQJP/n3lJSUEb+X\nWCzGihUrcO7cOZjNZly4cAHV1dVITk7GqlWr/q2J/0gx1ETqPy1GTZBpYEin07ErmZubGw9YEb8t\nOzsbFy9eZK3GzMxMyOVy9PX18VQ9bfj9/f3IyMiA0+lEbW0tnE4nkpKSEB0djcrKSuaienl5YcaM\nGdBoNKipqcGJEyeYvyuRSDBr1ixkZGSgoKAAc+bMQWBgIBoaGnDffffh0KFD7DQzb9481NXVoa6u\njlvatNnTQBtV0IQkeXp6MgeYkqiKigpo/snXomTA4XCwb3tZWRkmT57MA1vU+q6urkZ4eDjc3NxQ\nUVHBf0/TzGq1mpFrsi0mzm1dXR0SEhLQ29vLMnsazYDOrcPhYJUJl8uFEydOsPYzJSk6nY5d2QiZ\nJT5UR0cHt4Zokp90kWnAsqGhYVy8IqH+MD0kKCl2OBxcTRMPU6jwQEkWJWtkD+zp6cmqDKT8QUlM\namrqIEkbuoaE7pK6QnR0NLy8vHDu3DksX7580PDHsWPHsGzZMrhcLkRFRTE/2dfXl13bhA8dem96\nD6KQ0EODkgviTlPyR/x2eg8yDujr60N7ezumT5+Ol19+mX9XLBajoaEBCoWCkWSi99AQIX0W8WQp\nEScd1o6ODphMJshkMj5HAQEBaGlpgVqtxjfffIOlS5cyqme32xESEsJoCD0EfX19sXr1av7Odrsd\nwcHBkEgkzPmm8zIe/Wx6358zDhw4AJFoQEorNzd3WM4lbXAymQxpaWnstEUmPMK1RY6C9fX1qK2t\nhUKhwNNPP42XX34ZGzduxNNPPz0uXudoGw6db4fDwUNCNCk/1iJjrJ8/Ehp9NeTS29v7J0n7cL9P\niPhY4udOjgEwqidURBkpSH6RlIEIELlatyAvLw86nQ7bt2/HiRMnWMnk330/uLkNWJ/TvU1qR0FB\nQazK9H8xxkMr+Dm/69AEebThR4VCgfT0dKbKOZ3OUe2zNRoNax/X19fDYDDg2LFjSE1NxZQpU35W\nPjI9+4DhJTf/E2LU1fHDDz9wC7qrq4sTxubmZh6mIRvmsLAwdnYh7isAtLe3w2w28yQvkdAlEgki\nIiLQ39+Pm266CV5eXtiwYQM2b96MgIAAnD9/Hj09PZyoJiUlMQdSpVIhMjIS9fX1UKlUKCgogFar\nRWlpKebNmwd/f392pdNqtcjPz0doaCh+9atfYfHixejv72d3Ij8/P6hUKh7uoOOnSXOa7k9KSmKn\nPV9fX57SJ/6Nn58fO97Y7Xbo9XpERkaipqaGJ4zpZ6Kk+Pv7s14xuSSVlJSgpKQETU1N0PxzYLCj\nowNBQUG47rrr4OPjg46ODtTX18NkMqGpqQkqlYpd0PLz85Gbmwtvb2+oVCo0NjZyMkPDejqdjtFE\nmUwGk8mEzs5OWCwWREdHIyUlBUajEenp6ePyWrdarbxBEApvtVp5QJL43WT1SVUy+byTckZjYyPs\ndjtEIhEne+RLf+bMGUgkErhcLjz66KMoLCxkgXVhEE+KCjsAuPXWW9m4g1QeiEMrlUpRVFSE4OBg\nLFmyBF1dXZgzZw5mz54Ni8UyiOMnHIYCfkQyCPV2uVyMHAl5aEL+tdPpxLJly/DSSy+xIQ1xsmNi\nYiASiVBVVTWIz0oIMLV9nU4nzp07B7vdzueLildCPb29vRm1J953VlYWYmJi0NHRwbw3mUyGgIAA\nRrmJj0zanGq1Gl5eXiyHSJQqchKkB+elS5fGvG6GUgPoHAtR+381CNEHgEmTJo3o3EY0D5Lvo78T\nHifxxENDQ7m4OHv2LKRSKe688050dXXhpZdeYmrNvyOE/HUqtH18fBAcHIyMjAzuOFzr5j+WQaih\nrxvpvUZ6v5GGyygokR5v/JybNBWI14o60n0qNNwRBp0notzJZDIsWbIECxYsgL+/PzZu3IiCggI2\nQfl33Qdubm7Iyclhh1GVSgWRaED3mazs/6/FeBHknzOGdoDi4uKu+vskXUuGXVFRUaO63fn4+OD1\n11/HE088gSlTpsDT0xPt7e04evQoFz4/V9Dz3maz8T76nxaj3gkpKSlQKBSw2Wxob2/nDVw4FNTc\n3Iz29nbYbDZcvHgRjY2NkMlksFgsjHwqlUrExMRAKpUyakq6qh4eHjh//jza29vx17/+FYWFhTh5\n8iSAAZ1CknhTKpWoq6tDZWUlDh06BDc3N8yfPx9tbW0ICwuDwWBAWFgYUyV8fHyQlpaGqKgoVFVV\nobW1Fc888wykUikuX76MgIAAmM1mRpRNJhOjyXa7HQqFAj4+PkxjkEgkjIBQKx0AKxuQqYnD4UB1\ndTX8/PwYESNzEUqwKZEhm8+uri50dHTAbrcjISGBeUSkgUiSYcT76erqYtRZrVbz75B7HiUwzc3N\nCAkJYZk3sViMmpoaSKVStLS04OjRo/j++++RkZGBrKws9Pb24syZMwgPD4darWZkc6xx+fJl/u5k\nfUlDZZQYlpSUoKGhga8XUTAIEaOJYJLQo+KMkLuMjAxG8qZOnYqSkhKWwhH+oU25qakJx44d424G\nCeTTZ0+dOhUWiwWVlZWQy+VITU1FWFgYVq1ahbVr1yIkJARvvfUWALANr3AqWbgB2u3/j70vj26z\nvNJ/JFmyLVuybMuyLHm3HNvxksSOnTgJSQgJCQmBhFDC0k4LFIZpmR44Z8rSFjoUOsCUQgulhVIC\nDVsS1gTIHrInTuJ433fZsbzIWq1dlv37w3MvsnEWh4TpzG/uOT0ptqzl0/u973Pvfe7z+ACAwTKB\nzWDdYTro5HI5JyuUSBL9hqpuRIcAvs7cTSYTU4WA8XahTCbj9Rf82YKr2QTQW1pakJqayoc4Xefd\nu3fj008/hcViQVtbG+t3O51OdHZ24ty5c3j88cfR0tKC8PBwxMXFseQhtZ/p8043ghMWulaTB8OC\np7gnx6WAveAhmotVdajrEXyNJ4MdiUSCpKQkrsrRwGZycjL+9V//FXq9Hnv37uWBW+K5+/3+aYGd\n4MfSGqLnoNY9zRkQyJnqs53vNae6dhfiGAcnidSRo32NuIlTPcfFwOXlVJC/i/B6vVwEuVJBA5WU\nyMpkMixZsgQzZ85ERUUFHn/8cQbJXq+Xh3e/TRAYJmoZUV/IoOd/YvyjAeTgJJBAalFR0VV5LbVa\njeXLl+Ppp5/G3XffjZiYGPh8PhiNRni93gn34pUM6lS6XC6ePfvfFhcFyK2trdzC93g8aGhowFdf\nfcUallRtIg6jVqvF6OgoHA4H3G43ysrK4Ha7UVNTg/b2duj1etYWdjqdMBqNzIMi3tZzzz2H++67\nD+vWrUNLSwva2trQ2NgIoVCIFStWYMmSJdBoNKyvq1KpUFdXh4GBAQaaYWFhcDgcXAktKCiAx+PB\n1q1bceutt+K3v/0tH8CHDx/G/v37ce7cOW5DC4VC1rUlSoVCoYDT6ZxwM9KBFBcXx0kDVXT7+/tR\nV1cHnU7HyQK1yQUCAerr61FdXY3e3l6Ul5fj4MGDfN2p4qhSqTBr1ixu7c2YMQNKpZINFWhyOz4+\nHnq9Hj6fD5999hlOnjyJnp4enD17Fi0tLfjkk09QXl4Oj8cDn8+HmpoaHD16FEqlEpmZmaitrUV3\ndzeAcScgq9WK4eFhSKVS5tNOJ3w+Hzo7O2Gz2SCRSLBt2zZ88cUXaGhomKA5DYBVREhzl1Qizp07\nh71798LtdiMQCLB7HBmyyGQy/jxvvfUWbrnlFp74Dz6UaSgtPDwca9asAQA2UCFaht/vZ2oLDRNF\nRkaio6ODbZmXLVuGffv28Ybzy1/+Ej/72c/Q0dEBj8cz4fWArwfxCKgSsCXASVSJkJAQnDp1CmfP\nnoXf70drayu6uromDPSUlJTw4eX3+9Hb24u2tjb4fD688MILPCdA0oRyuXyCFjK1woNl3OLj4xES\nEoKenh5oNBoMDg5i27ZtfB8fOXIE5eXl2Lt3L0wmE6xWKw4ePAipVIpf//rXbMdKhztJ89F6iYuL\nm/a6cTqdPLhJlQkCzfQZLjTFT5/tYpU2v9/PQ12kF3wh4EhVTUpUgl9bJBJBqVRizZo1EIlEPDhs\ns9mQnZ2N++67Dw0NDTwYfOzYMbz66qsYGBj4VhUeSkKkUikPEp85c+aC6iH0GQnQTuYST44LXefg\nn9PaJrBHzz0ZJF/KQf1tAPLk5PhKAgPSw79SFVZay3Rfezwedlm8/fbbMWfOHMjlcrS3t7OWekND\nw4S95nJfl6htQqEQsbGxGB0dnaCc8T8x/hHfe/B7KigouGqvQ3SwDRs2ICkpCT6fD01NTeju7mY3\n4ysNkiUSCXckTSYTMw3+N8VF73SVSoWRkRHY7XbodDo0NzcjLy8P/f39bEwQGxuL1NRUREREQKFQ\nMMCRyWS45ZZbkJmZyZVXlUqFnp4envJMS0vDyMgIUy+6u7tx/PhxHD58GJs3b2aNQnIlS0hIQFdX\nF1auXImoqCjExcWht7cXDQ0NsFqtSEpKwt/+9jfo9XokJSVhz549sFgs2LRpE+bPn4+5c+eipKSE\ngUJOTg7mzJmDkJAQVFVVQalUcjWGgCyBRJquJhmvyMhIBmNUNdmyZQsfhFTlKS0thclkQn9/P0uy\nDA0NQafTISsrC6mpqVi4cCErdkRHR8Pv9+PEiRNwu904d+4cX1caJhQIBDh16hQbCJjNZojFYnbL\nq6urQ3NzM2bMmIGKigrOJEmeKy4uDrm5uUhISIDH40FSUhLcbjd6enqYu02A5HKqCrW1tXC5XLDb\n7TAYDPB6vVixYgXzviUSCRYtWoT8/Hw2a3G5XLz5KxQKGI1GrF69mgFMsGMjVa0EAgFqa2tZj5rM\nNIKDQGlw+1AgECA1NRVnz55l/rnb7UZoaCgyMzMhkUhgNpvR09PDuqVarXZCJ2XlypXQaDR44403\nAHxd1QumTvh8Pq7UUOWWqpBEuyH1geTkZDZDCQQCbEdM9BL6uVA4rpU9d+5cREdH47777oNQKGSl\nDJJdDF6DxI0mcEmDe11dXSyWL5fLsXz5cvT19aGqqgr19fVYsmQJAHAXqLS0lNfJ3LlzGWhRV4kk\ntuj+nm6QZCKpHPh8Puatn2+Tnzw0djEAHfzY4McH/47+PyXD9PtgLimtQepIrFu3DjqdDlFRUWhq\nauLK/aJFi3jgFwBmzJiBvr4+HDp06Bsg7kLAjl6Lrs/Y2LhKS2xsLFf/z507x5z38wVVLanaG5xM\nXArICOb6Bl9DSghpfzpf1fhiB/Xl6CBP9X1faZBsNBoRGxt7RZ4rOGhPMpvNGBgYQEREBNLT01FS\nUoLo6Gh0d3ejoqICe/bswdatW3Hu3LlvlVhRhzFYti54ZuJ/avyjvndag2RgdbVCIBAgPj4eqanj\n7qtnzpzBtm3bsGnTJnR2djJuuVJBANnlcnEB5X9bXBQgi8ViyGQydoIBxk0rqJJXWVnJGzdJUlmt\nVpw5cwYhISE8wFZaWspSZNnZ2TxoB4A3/YGBAaSmpkKhUKCiogLp6emIiYlBbGws0tLSUFJSgsHB\nQQwMDODQoUPo7u5GV1cXpFIpfvrTn2LVqlXwer1Yt24d86JHRkawf/9+ln2zWq14+umnkZ+fj4qK\nCrS0tLBldUZGBiIiIpgDGhkZif7+frS3t2NsbAwajQYqlYpNRghEtbW1obe3F2KxGDNnzkRkZCSG\nhoZgs9kwc+ZM1NbWssi3zWZDc3MzV5y1Wi00Gg1aW1sxe/ZsdHd3IzIyEidOnEB2djYrhfh8PnbS\n0uv1cLlcyM3Nhcvl4us/e/ZsKBQKqNVqXH/99Vi6dCnbAkdGRiIzMxMulwtOpxMxMTFQq9Xo7OxE\nfHw8KioqIJPJEBcXh7i4OG4FHz9+/LI2no0bN/JgWW1tLcxmM5xOJ6RSKY4ePYq//e1vPPA0MDCA\ntrY2VFVV4amnnkJfXx9kMhlKS0sRHx/PVXvirYeFhSEyMhLbt29HeHg4SkpKAHxdtSY5teBDOhhA\nUAW3r68PcXFxcDgc3CUYHR1FQUEBc6CHhoZYf3v27Nl49tln8eqrr+L3v/89dDodkpOTMTY2NgHE\nUwWNvrvgQQvSDydqD1FAMjMzmedLMj4Ednw+HywWC3OBCVx7vV58/PHH+M///E+8++67eOutt3Ds\n2DFuuQMTKQlOpxNOpxNisZjl3uRyOVQqFfLy8gAASqUS//RP/4SNGzfi7NmzqKys5MpzIBBAdHQ0\nK9rQuhCJRJwUButb5+fnT3vdkLSVQCDgNQh8PbxJ3YZgcEqvS6DhYgMjY2Nj7PpHEfw3k4HdVAYC\nBJ5pjQmFQkRHR0MqlWJkZIRnN8gBk5IJGqzV6XRcKJh87aZKBAjUUnWdDl2i7xDoiYqKuuhBRYea\nzWbD0NAQX9NLjckJCf2PhnyDFWYmP+ZS9pKL8S6nimDQPvl1J7/nywXNFovlW/Gjp4rgBMNqtaKl\npYUTnPj4eMybNw+ZmZmsU2w0GtHT0/ONCv10I7gLEhkZicjISBw4cOCiydX/xfQimEp3OYnfdCMk\nJAQzZ85kNazdu3fjtddew9NPP42zZ8/C4XBcFvVtqggPD8fIyAjcbjfMZjP6+vquCpXjvzMuCpAz\nMjK4tVRXV4fk5GQ+uEgVwW63o7u7GydPnoTD4WCf7rq6OrYqJr5tWFgYD8dR6/Sjjz5CSUkJWyL3\n9PTA4XAwZ6eurg4ymQyBQAD9/f0IDw9nf/P6+npER0ejuroa3d3dzGtetWoVZs+ejdzcXDgcDuzb\ntw8OhwPd3d245ppreIDp5MmTOHHiBB+4ISEhqK+vR39/P4xGI6KiotjhjHg2CQkJGB0dhdvtRm1t\nLUZHRyGXyzEwMACdTsfVPaVSidHRUZw8eRKhoaGw2Ww8lNfd3Q2/34/u7m4+oHw+HwYHB/HSSy9h\nwYIFKCgogMFg4AOtsbER27dvZ8WAyMhIyOVy9PT0QC6Xc7WZJMzsdjvCwsKgUqlgMplgt9t5kIuq\n3zNnzkRDQwP//d69e/Hll1+it7cXbrcbSqXysiqBNPBmsViQmpqK1atXM6936dKlyMzMRGtrK5xO\nJ1vExsfHw2q14tNPP+WBp9DQUPT09LAqA3GR7XY7+vr6mONF9tlU+SbeHgDWKrbb7XC73Tycd9tt\nt0GtVvNaoN9t2LABOp0OOp2ObZyFwnHHqQULFuA3v/kN1q5di7KyMlRWVuKuu+7iA45UWkgnO1jc\nn8Lr9U5QmQCAtLQ0HgabOXMmli9fjurqaqaHkHoFAW+Xy4X+/n4m7NUDAAAgAElEQVS89NJLaGlp\nwe7du/Hee+/h7bffht1uh9PpZCURh8MBo9HIr0cAxmaz8QFtt9ths9ng8XggEokQFhaGnJwcWCwW\nJCUlMZiKi4tj1QbSR3Y4HNDr9XA4HAwox8YuT8WCFE2oGhlMq6B72+l0wuv1snUxdRasVuslb9CT\nAfLkCH6eqaTIJj82WH2DDgur1coOnHFxcVypo/dts9k4+aEEmugqk1+DChDET6dEKSYmhsGoRCLB\nrFmzuBMz1Wei+YW2tjZ2d7Pb7RMGwaYTk4EyrZ3h4eEpq9OXApC/LUibCpDTdxTMj57uZ3W5XJdl\nfnMpQdJrtbW1XBBQKBQoLi5G6n+pFrndbjZDonsbuHTDluAIrhZT5/H06dPYtGnTVR3s+v8pBALB\nBPvl72L4USgUYv369Vi9ejWysrJYYMDtdn+jG/ZtgyiJIyMjMJvNaGlp+f8PII+MjCA1NRUCgQDZ\n2dmQy+WQSCRISUlBTU0NgPEb7MyZM0z2P3v2LI4cOcJ201T1KC0tZSks4jXbbDbk5uZiz549aGlp\nwZkzZ5CWloZZs2ahpqaGh6o0Gg0MBgMMBgOuu+465ObmIiUlBevXr4dAIEBnZycPwPX29jKHs7q6\nmtUOdDodSktL+TXVajVbTNLhQ4Njfr8ffX19KCsrYwBFbSiDwQClUone3l6kpqZyizUmJoZBA1Xs\nKNra2pCVlcWtcgKAw8PDaGpqgkQiQV1dHY4dO4ZFixbxex4cHGRh98jISK5+UoXabDbDZDIBAPR6\nPSIjI6HX61FXV4eRkREUFBSgtLQUGo0GdrsdixYtQmVlJcrKyphbqdVqYbVaodFosHjxYiiVSsTF\nxWF0dBTp6emXJfMmEolYFxsYl7Axm80MWktKSvDRRx9hwYIFOHToEBITE2EymZCSksIAyGg0sqGK\n2Wzmg5y0uUNDQxEaGspcTtJbnjwcQfqTY2NjmDlzJiQSCTo6Ovi7Ikm5YE6qxWLBM888A4FAgPb2\ndhw6dAh6vZ7l79RqNa8lAMyVJd1hcjOkah8BHwBsOkNKJgB4sIsSAJlMxqYwBw8eZPMHqpQ2NDTg\n+eef57baAw88gC1btnB7TSAQ8PNFRESwkYXH48Hw8DCGh4eh0WgAgAcbgxMOqVSKhx9+GIWFhdxZ\nIIAnkUigUCggk8m4Wq1UKlnWkT7rvn37pr1u6HsgQExVF9o3QkJCcPbsWZw+fRoWi4WHl6hzFXy4\n03UP3rQvBVRMRQ0437BbcBWZqt4Oh4OpQNThIfqJWCzG8PAwz2YA40O+pHRAXYLJEeyMGGwkEBcX\nN0GXt7CwEADw8MMPTwl0PB4POjs7YbfbERERAY1Gw1q9wZXrCwHI4PtrMo2BQAENi9Jzno9uMVXQ\nPfVtIvh9ETCezGefDkim7lBnZ+e3fm+Tg64nFUhoEE8mkyElJQUxMTHwer04d+4cf3fBus/TBTwE\nlIKjqKgIYWFheO+99yacW/8Xlx/BAPlyvqfLjfj4eOTn56OoqIgxCQ16X0hqcLqRmJjIVWSLxcI0\njv9NcdHSIFW6lEolmpubIZfLmYubkJCAzs5OPPjgg1i8eDHa2towe/ZsJCYm4tprr4VUKmUBcq1W\ni4GBAURGRvKBrNfrERsbi4yMDBw/fpwv9tq1azE2Noaenh7ExMRAKBy3qu7v70dSUhL279+PzMxM\niMViHDt2DKOjo1AoFDh16hTz8cjFiIbaSktL0dXVhbGxMSQlJaGlpQVSqRS5ubk4cuQIUlJSEB0d\nDYfDAZ1Ox5QJnU7HVQcCiqSRHBUVxa55VCV0uVwstUJt9Lq6OsyfPx9fffUV5s2bh4GBAaSkpKCz\nsxOpqanQ6/Xcer3jjjsQGRkJrVYLvV6P1NRUVFRUcCv/uuuuQ0VFBVJTU7nCumDBAoyMjCAmJga1\ntbVQqVQ8wGcymSCXy7FkyRKYTCbIZDKkp6dzRUIgGJcQEwqFMBgMUKvV3M63Wq1ISUm5rOlgv98P\nqVQKi8UCuVyOqKgo9PT0YHBwEABw4MABbNmyBYsXL8aWLVtgNBpx3XXX4Z577kFPTw8P1UkkEiiV\nSthsNjidTvT09CA5ORlqtRpjY2NsBR4SEsKVp0AggBkzZjDnlw4EhULBSY7f74fZbMbIyAi7FsbG\nxuLIkSO47rrr8Kc//QlFRUVobGxk3iHxcPv7+6FWq6FQKPCb3/yGq+xRUVEQCoWsvjGZo0mHLHVe\ngukPpLVMhjJEZXjooYfw/e9/HwaDgcGex+OBy+VCTk4OHnzwQQwODiIvLw+NjY1Ys2YNEhMTudVN\nwDIrK4vXS3BVTa1W44MPPsCNN944YcAKAGsmC4VCSCQSdHZ2Ii4ujs0SaEjM4XBAqVQCAANAuVwO\nhUIx7XVDQBP4Wjd6ZGQEJpMJHo8Hb731Fk6ePIni4mLcfffdDKaJXkD0DgKtVGGWSCSsCEKJ6flA\n2/nAMHHeg4PWltfr5UpRSEgI3G43oqOjma5F3OVAIIDe3l5UVVVh6dKlE8wDLgTGBQIBG+gErylK\nWihiYmIgkUiwfft23Hrrrbjuuuu+8VwikQgpKSmIj49nygCpdUxHTziYwhT8WKFQyFQTSuomV66C\nv+epnvdKBCVIXq8XFouF3yvJm03ndUhph86QKw12KJm2WCxM7yIQ7Pf74XQ6YTAYYDab4Xa7v7W+\n7eS/XbNmDRoaGtDY2IijR49i9erV3+rz/F+MR7C99HcFkElqNisri51ZafblSlaxExIS+D63WCw8\nszNjxowr9hr/3XHRq9Xf38/tS6/XC7fbjY6ODjgcDnz11Vf44osvcMMNN0ClUuHRRx9FSUkJZs+e\nzUYUdDBYrVb09fWhubkZBoMBu3fv5on1iIgIKJVKzJkzByUlJUzZ2LlzJ44cOYKGhgZ88MEHGBkZ\ngcFgwNq1azF37lyWMXG73UhOTmar3NLSUjQ1NXFr+pFHHoHRaMQHH3wAnU6H8vJyZGZmwuFwYM+e\nPTAYDDCZTAxygq2No6KiWMKOuIIWi4U5XBEREQgEAhgaGkJ/fz8kEgkGBga4jW6326HValFeXg6J\nRAK73Q6XywWBQACLxcIDbF6vFy0tLaivr4fVakVjYyP+/ve/o6ysDCkpKQx4KisrAYy3iO12O4Bx\nm1sysXA6nRgdHcX+/fvZafD48ePwer1QqVRobW1lykpfXx/0ej0EAgF0Oh28Xi8/tre3F0KhEA6H\nA/39/dNeWFVVVRgbG2MueXR0ND744APU1tbiL3/5C95//30sXLgQoaGhePbZZ/HDH/4QnZ2d6O/v\nR1VVFaxWK0JDQ+Hz+bBz5068+OKL2LRpE55//nk8//zzkEgk2LhxI7xeL/bv34+RkRE88cQTzImy\nWCxcyacqLoEKqVTKestJSUl8CNENLhQKuZru9/uhUqlQWFgIjUbDVQGHw4Ft27ZBo9FALBZzi3pk\nZITVTEgej1QsqA1P1WACx+RcFwgEUFdXh4qKCqblOBwODA8P8wChQCDAwMAACgoKcMMNN0AkEmHP\nnj1ob29HSkoKGhoasH37dua20vsiiULaLGl9kvoF2cZXVlbCbrczhQUYV5Z47bXX8Ne//hUtLS3w\n+/3MB6ZqdzC4ojV4OUFDiwB4yn5oaAh79+7FH/7wB5w5cwZLlizB/fffj6SkJDZJIa1pAJxI+Hw+\nnD59Gm+++Sa++OILBsWJiYlM7aGkhOJClZ7givHkSkww15DWh81m48SN1oDb7ca+ffvgcrmwdu1a\nBo5TUQKCgS9Vlie/P7FYPMFq2ufzISoqCuvWrcO999474f0TTzkzMxNqtXrCwS0WiyfQPC4W53u/\nk6vJBFLPp289VVxuYhX8/2md071PA+SxsbET6DuX2kmg795qtV4xDufkCA0N5S5PsAFDIBBAfX09\nBgcHEQgEsGDBgisuNadSqViWlOYYrmZ8G/70+eIfjRpC99V3DZDpjImLi2OaJ3WxrmQFWaFQTADI\nvb292Lp16/84PeQLrcOLAmTSSG1qamIpt9jYWB4kouGltLQ0rp4C4In8sLAwmEwmzuBra2tZTm3X\nrl3cNg8PD8eBAwcYoDQ0NGDr1q0oLy+HRqPBrFmzGAS2traivr4eYrEY9fX1mD17NsbGxhATE4PM\nzEwYDAbodDoeCLPZbIiPj0dOTg4OHDiA1atXIz4+ntU3MjMzMWPGDG7bq9VqHl6qrq7mQ7irqwtC\noRBKpZLlnsiGOXgzjo6O5uosVUFpcC8qKgpZWVlQKBSYO3cuIiMjUVdXh7GxMcydOxdarRZdXV2I\niIjAwoULkZubi1OnTrFcWkFBAdRqNetDV1VVse2wQDBuVymTySCVSiGXy1la7ujRo2hubobb7UZK\nSgpCQkJ4YjoxMREVFRUM2gsLCzE2NgatVjuhSjSdiI2NZaFyh8OBd999F319fcjPz8ebb76JRYsW\nYfbs2TCbzfjwww8RFhaGlStXQq1WY+PGjVyFq6mpwVNPPYW9e/fiwIEDiIyMxL59+/Diiy+iuLgY\nAJg73NHRwRbobW1tXJ0LCwtjMwuqZpFLIHFmKysrERkZiWXLliEQCGDp0qVsqEIqDX6/Hx9//DGO\nHz8Oo9GIzz//HHa7nauYZNxBnFgyZyFgRFJ2VImkaiZl9QqFAgkJCWhtbeVBnPr6egDAO++8w1XE\noaEhVFdX45133sHIyAiUSiX27NkDgUCAtWvXIjExEdu2bZtAL6AqMNGaBgcHMTo6isbGRhQXF0Ot\nVsPr9bI9blRUFFQqFRu8LFmyBA899BAPEwLjQ5FEcxEKhVyBJvvrdevWTXvdULJIoMpgMGDz5s0Q\nCoVYsmQJfv7zn+Oee+5BXFwcazfLZDIeXCSQaDab8fjjj+Phhx9mJ0sCH3fccccEjjTRloIjGPwF\n82snP44OZTIWCqZ7EMeeZAk9Hg/L85GyxaXGZDAa/HNq49LBqNVq8cQTT6C/v5+TaAqq/geb81DQ\nVPqlVEiDhwrdbjeDumBaAwCmhEx+rQslIhdzD5sqgkExKXRQ8kM0IzL5oIHa4M8wmS4y+RoQsKBu\n4pUOgeBr622ikNHPHQ4HampqYLFYIBKJrqieLl2H0dFRnoE4duwYD+Rf6aCCQLASy5WKq5W4XG5Q\nQkrJzHcFkOm1KLkKBALIzc1FUlLSFU2siDJGxQi3281zZ1cj+bkaSVXwXjVVXPRqkQpESEgIuru7\noVKp0NjYiDlz5mBgYACLFi1CeHg4Ghoa8NZbbyEjIwPLly/H2NgYuru7eaDt9OnTqKioQFRUFIDx\nVqDb7UZraytCQ0Oh1WohFAqRnZ2NyspKLFy4EMuXL4dUKsXp06eRm5uLqKgobN26FWlpaTCbzfjJ\nT34CjUaDY8eOYd26daitrcXQ0BDKy8uRnp6OiIgItLe3Y9GiRaxSUF1djby8PLz++uvIyMjA+vXr\nkZaWBp/PB6FQyNbXo6OjiIyM5Kqh1WpFcnIyV5UdDgfTQMjxhipFIpEIGRkZGBoaglgsRl1dHW66\n6SYYDAZOBoh73NHRwcCkpaWFh8HsdjsaGxuxbt06FBcXswmDXq+H1+tFREQECgoK8Omnn6KyspId\nDAcHBxnUUobX3NyMhIQEKBQKREdHo6OjA6GhoazOQLbV5BhHDoBerxcNDQ1Qq9XTXngejwcGgwE2\nmw0HDhzAzp07OYPt6+vD8uXL4Xa7UVhYiOHhYbz22mu47bbboFAoUFZWhsOHD6O1tRU2mw02mw03\n33wzVqxYAYlEAqvVitdffx3z5s3D3LlzMW/ePISHh8NgMHDlMy8vb0JVj2TXiMJAVuZU1VWpVPB6\nvUhPT8fo6CiioqIwNjbGhioqlQpdXV0oKCjA3r17kZeXh5/97GecmNAgIF17qpwB4zc3OQtSkF0x\ntd1J4SMtLQ1isRgnT56Ex+PBY489hlOnTmH//v1ISkrCwoULMW/ePDQ3N8NsNiMrKwsCgQBGoxHd\n3d04dOgQioqK2CKcBubowJdIJExFsNvtiI6O5nuyvb2dJfdEIhFrmWu1WiiVSrYrJ7oR6VIH81E9\nHg8/5nLWDVnYR0ZGwmq1wmazISMjA9dffz1TDIKHH4nTTn9nMBiwZ88eHD58GF6vF3/9619RWFjI\n1/n48ePYtWsX8+8pYZmKKjA5pvod6TXTsEp4ePiEJII6B263GzabDe+++y4aGxvxu9/97ryvMxVA\no58HDwMGc5/psfReyNr6nnvuwZYtWyYMCk1+bvrs9J7PR6kKBo/UMaBhz8n2yxejrFwo6DudTgRT\nloIr1sTVpk4mfQ7aD+g+ndwZmIpKQ+v8alUqqfBEQ5w0mGs2m9HY2IiRkRHExsZelm35hcLv98Nk\nMnF3zWQy4fXXX8eDDz54WS6q5wuixBkMBgbk5F77bYMGtf+RggDyf4eBCe3FpBS1YsWKKz5gOlU1\n2mKxcCHwSoHxqbpSVyLZCN4vzhcX/QTnzp2DRqOByWTioSmz2QypVIrU1FQkJydzlVkgECA6Ohom\nkwktLS0stSYWi6FQKJCamgqVSgWpVMrWzlqtFtHR0Th69CiEQiGcTidOnTqFzMxMLFu2jNvdpChx\n9913o6enB8uWLUNtbS00Gg08Hg/efvttrFq1CvX19YiKikJ/fz9r1xYXF+PPf/4zxGIx5s+fj6am\nJiQkJGDJkiU4deoUFixYAKlUysNXFouFbZuJZ6nVahlEU5WS7IDJ1pqk26xWK9rb23kTDgkJQVlZ\nGbekZ8yYAZPJhKKiIv77TZs24frrr2cZspCQEL7uFosFc+fOhclkmlCRl8lkWLFiBXbv3s3vU6VS\n4fPPP8dDDz3EoEalUqGpqQkulwv19fVQq9X48ssvIZfLMWfOHJw9exbZ2dnQarUszUZcSbKnnm4c\nP34cixcvhkajYc6ux+NBRUUFZs2ahR//+Mfs+uf1enHw4EEcP34cJ06cwMyZM1FaWsqdi5UrV+LO\nO+/E/PnzubL98ssv48EHH8SLL76IwcFBFBYWYsWKFejt7YVIJOLqN1X2yRiCjDfIeZGqgq+//jqe\neOIJvnHoe25ra8M111wDq9XK/EOj0Yg33ngDL7300gQFAeDrG5iuGQ3+0fBgsDQZHdjEYQ2+adeu\nXYuvvvoKISEh8Hq9aG9vxx//+Ed0dHTg7rvvhlKphFgsRnV1Nd9bXq8XK1euRFpaGmbMmMEAwOv1\nshskWRMrlUps3rwZjzzyCJYuXYrZs2fj/fffR35+Pt577z2MjY1h//79sNvtyMnJQWxsLLv9kdlP\neno6AwxylnS73dxxuZyDvLe3Fy6XiwdAEhMT0d/fzx0bup7BPGVycwoExu16c3JyEBMTg/Xr10Ot\nVk947KxZs9DR0QFgvHJMRjGXApCDv18K2lyJokCVdKfTidbWVrhcLgYZ9fX1aGho4OR/qggGYJMP\nVrrWU0nO0b9+v58Vf5RKJex2O06ePInc3FxIpdIJ3NvgZI5+NtkEZXL4fD7cd999OHHiBFNtBILx\ngcyCgoIpgfdU1fkLxeVUiYJdCakrFKxJPhVwJ73u4Pd1oco23U9XQ42Azs6IiAh2zFMoFBCJROjp\n6UFfXx9iY2OxYMGCKwp0CEjV1dXB6/VCrVZDKBSivLwc27dvx2233TZBdu9ygYnD4cDHH3+M06dP\nsyGVSqXCY489htTU1ItK+10MFI2Ojl6R4c4rHQSQrzZlJTjoDHE4HLBYLAgEAsjJybnirxN8f9E+\nYrPZ0NLSgsTExAlJ6bcJKmxRt/VSZyQu5XmDXVKniosC5GPHjqG0tBRGoxE5OTkwmUz4/ve/D6fT\niZycHLS0tMBqtUKpVHL1ze12s9SbTCaDxWJh+SbiOQ0NDSEmJgZDQ0NMVSgvL4fBYEBqaioOHz4M\nv9+PxYsXIyIiAgMDAzzZnpubi7GxMaSnp2NwcBCpqal8QHZ3dyMuLg46nQ579uzBj3/8Y5w8eZIt\nrmmg75prrsGHH34IpVLJDmBUkZLL5SyiT9VeoVDIANhisUyoxonFYh7Is9lsrBNNgDg+Ph7FxcX4\n61//iuTkZAZapDoBAD/60Y8wPDwMs9mMkJAQNDU1Yd68eVAqlRgeHkZbWxsaGhrQ1dWF9evXs5Zy\nd3c3Ojo6IBAI0NjYCLvdjuLiYpw8eRIbNmyA2+3G8PAwRkdHsWPHDsydOxdWqxUikQhpaWkoLy9H\ncXExDAYDwsLC0N/fj5iYGEilUmRkZGBwcPCybu7XXnsNcrkc2dnZSEtLwx/+8Ads27YNJSUl6Ojo\ngNFohEAggNlshlqthlqtRkJCArKzs5GRkYHW1lbMmjWLpce2bt2KzZs3w+FwQKPRYPny5di/fz98\nPh8qKyuxatUqREVFISkpCU8++ST++Mc/8k0rEom4qklJDk3a08a7YcMG2O12thYPDw+HTCbD0qVL\n8cUXX+Dee++FRCLBDTfcALFYjD/84Q/8PFS5oCSRwGLwcATdzLSZkGoBmSoIhULueOzduxcGgwEb\nN25kXuKbb74Jh8OBV155BWVlZbj//vuxevVqZGRkIBAIsLybQCDA97//feYFezwe6PV67Nq1Cz/5\nyU/4ZytXrkR5eTnmz5+P+vp6lJeXIyoqCl9++SUAsAThLbfcgpqaGsyZMwd+v5/X2rZt2/Dzn/+c\nPzNNSdNBNzo6Cq1WO+11097ejsLCQqhUKgaIubm5rCnt9/u5tUfXMzQ0FImJiQDGAWtiYiKam5vR\n0NDAlCh6LqpaDQ8Pc0eMNuDg6vSlBiXKtDcFAgE29bHb7VxFoeskEolw4403TglyJnN4p/r9+f6b\nEqGuri5kZWWx3rVIJEJrayu++uorLFiwAHPmzJkwOEigmzogU4FyWrsejwfz589HQ0MDZsyYwXum\nzWbD7bffjvLycjbxCX5/k9uYwbSiqeJyWuVEyyEpyOBEavKBOpk6QXEx/jndz1cL7BCtTyQSMWVl\ndHSUJRS1Wi1Wr159RVv1o6OjsFqtrK0fGRkJr9eLjo4O/P3vf4dYLMbSpUv53p5Ml7mU9+JyuXDH\nHXfgzJkziI+PR0REBMxmM5qamiCXy3HvvfciNzd3yueaigc+VdB+Nd24UtXIqYI4yHS9vkuKBSUM\nZrOZ9euvdNC5BUwE5WfOnIFOp+PZqcutoNNzkhcA0VWCgfflXlMCx0SBO19c9CRQKpWorq5GaGgo\nTCYTTCYTBgYGmOc5ODiIWbNmYcmSJYiJiUFoaChzRdVqNQMtave2tbUhEAggPT0dRqMRIpEIp06d\nglAoRG5uLgBg4cKFsNlsOHjwIOx2O+rq6qBQKFBTU8M8KQA4fPgwFAoFxGIxFi1aBIVCgeHhYZ6k\nXLx4MfR6PWJiYpCWlobY2FgMDAzgwIEDPESYm5sLt9vN1cXY2FgeaAvmr1EL3ul0sksZ2SXTpmk2\nm2GxWPiL1Ov1GBkZQUZGBh599FEsX76cgRdl7mFhYVixYgVvvnK5HFVVVdyipgOfuIOJiYkQiURI\nTU3F0aNH0dnZiaioKIhEImzatAmffvopDwoajUZYrVb09/ejpaUFeXl5cLvd6Ovrg81mQ0JCAhob\nG5GcnAyFQsGcRTIR2LFjB1paWlBXVzftBRgXF4eWlhZERUXhzTffhF6vR0JCAsRiMeLi4rBv3z5s\n2rQJsbGxaG9vx+bNm3HixAm8+uqrsNvtmDlzJlatWoWenh4YjUa0traitbUVa9euRW9vL3JycpCf\nnw+5XM60EoVCgc8//xw333wz31zEGwwJCUFYWBibMwBgYAeAXeXocXa7HUNDQ7jpppswMjKC1tZW\npP6X3OHChQthNptZwosqVsSroypd8AFNmrA0NBdcRSYQD4xXVU6dOsUSdDQYeuDAAXzxxReYN28e\nzGYzdu7ciX379mHz5s149tlnWQReIpGwlqler8fvfvc7PPXUUyz3Q92Q8vJyrFy5Elu3bsWWLVtw\n4sQJPPzww/B6vbjhhhswNjaGm266Cb29vdi1axd27NiBX//619izZw+sVivef//9CS1NoqsEAgEY\nDIYJ9IfpxOjo6ARpSKItAGDDnMkcTdqoCaRGRERg5syZ0Ol0fA2D+bFkN15WVjahyj6VJNmlvF8y\nMyEaB1F0gHFwQOvC7XZz5+18QetmKpWF4AOJ/pveK/HJm5qaoNPp0NXVxeuOOOKffPIJnn/+ebzy\nyiv48MMPWQP+lVdewaOPPopf/OIX0Ov1LENJQ3u01/30pz9FZ2cn3njjDRw6dAj19fUwGAx44YUX\nYDKZ8Nhjj02QeaI1QHMmwffMhZIAGg6dTpC2OR2mUwHZydzt4HVzseGlYDrG1TLTkEqlKC4uZmBB\nXF2SsVQoFMjLy7uiQIs6wk6nE0ajER0dHejr60NoaChSU1ORkJAAoVCIgYEBnD59Gq2trRgcHITJ\nZGLpzeAh5MnXfHh4GKdPn0Z6ejqeffZZHDt2DAcPHsTnn3+Oe+65B9HR0di1axerEVEEc9npOpwv\nxsbGYDKZUF5eflmf/2pWd4MrrN9lBAIBDA4OMh/4csx3LhZ0P9AZSB1bg8GA1tZWluGkOZypZCGD\nn4u+b9rjnU4nrFYrTCYTe2lMnheYanbgQtc6eE05HA4MDAzg3Llz5338RSvIa9asYcc6n8+HmJgY\nyGQyVFdXIy0tja2ZyQ6T2rdmsxkKhQJWqxVyuZzBXnR0NPOs5HI5+vv7WfNWIBBAr9dDLpdzdVoq\nlWJgYABKpZKNPgKBcbvm2NhYdHV14f3334dYLMaGDRtw7tw52O12WK1WKBQK9PX14bPPPoNcLmfT\njVWrVqGurg7XXXcdWlpaoNFokJSUxC39zMxM6PV6RERE8Pvv6+uDWq1GeHg4BgcHERISgqGhIURE\nRKC3t5dpI0TLCA8PR0ZGBtra2pCfn8+ZkNlsRnx8PJKTk1FZWQm1Ws3KB9HR0ZDJZJgzZw5r7oaG\nhsJqteLw4cOYO3cuEhISeBjt448/xm233Ya4uDjmlYrFYosf1CcAACAASURBVPziF7/A008/jcrK\nSpSUlMDv9yM+Ph4FBQWwWq0YHBzE7373O2zZsgULFiwAMO7yQ4OP/f39iI2NxXXXXTdBVWA6kZ6e\njoGBATQ0NMDtdmPHjh2QSCR4//338dBDDyE6Ohovv/wybr/9dnz55ZfIz8/HvHnz+KYmTe033niD\nJbTGxsbl0Gpra9HU1ITrr78ef/7zn6HT6Xg4rLCwELGxsRgZGeEqUmNjIzIzMydwMynbHRsbH+7U\narU4cuTIBDqG2WxGUlIS+vr6MGfOHAQCAbS3tyM8PBwqlYp1bKlySIoFwf8Gt/eBrw/m8PBwllCk\nAb+RkRG2fT569Cj27t2L559/HjqdDgcOHMDixYsxb9481NXVwW6388FlMpkgEonQ29uLQ4cOQSwW\n4+zZsxAKxx0FV69ejZkzZ0IqlWL37t1wu934l3/5Fzz55JN48MEHsWHDBmRnZ2P16tXIz89HbW0t\n5s6di4qKCigUCrz88susZnL27Fm8+uqr+PnPf85rkygEXq8XoaGhiI+PRyAQwKZNm6a9bpKTk+F2\nu9Hd3Y2xsXEefTCXLRAIMDUmmDMafG2BcaoA3VsAmArj8/mQlpYGoVCI7u5urkxTJf98EVxpCv6X\n7hfSlKYWfEZGBmQyGXO1KXEHxnV+ab1Mjgu1D6cCcZTk+Xw+fP7557Barbj++utZczwyMhJFRUVY\nsWIFurq6sHPnTtTX10Ov16OpqQl9fX1obGzkrl5HRwfuuusuLFy4kCXjAoEADh06hE8++QTvvPMO\n1q5dO+E9PvDAAwgLC8OmTZvwzDPP4PHHH2d+ut/vx+DgIA8pUvePrtXka+x2uy8L6DidTr7faS5g\nOtSZiwUp4hB3Pyoq6opXBEUiETIzMyck3KOjozxQK5fLWU7xSoXP50Nvby/PelitVkgkEuh0OhQU\nFECr1SIsLIxVoMgdUiKRsBylSqVCRkYGcnJyoNFoIJPJIBQK4fF42ERp7dq1uO2225h6lpGRgR/8\n4AfYt28fdu7ciZkzZ+Kaa65BREQEJ4GktkN8d3LZnAyk/X4/zpw5g9ra2ml//gt1Da5EkCHQdxk0\n00JOrFfrM5rNZlbhCgkJgUwmg06nw8aNGzF//vwJspQXi+DvlYoEwQUPoVD4DcUfYPr0LfqbYNpG\nQkLCeR97UYC8efNmPP744zh8+DDS0tKQkZEBt9uNnJwcuN1uREZGwmazMTWitraWK61OpxOpqak8\noKTRaFBVVYWYmBj4fD4YjUY0NzfD5XJheHgYcXFxuOmmmzA0NASlUgmdTge9Xs8arLNmzUJiYiJa\nW1shl8uRkZGBI0eO4Oabb2aA/dhjj7ENrlQqxalTp/DUU0/hwQcfhEAgwMaNG7F27Vo8/fTTSEpK\n4iyZhrdSUlLQ09PDrS6v14vBwUGkpKTA6/VCLBYzmBkbG+MhkKGhIYSHh0Mul8NoNCIsLAwtLS1I\nSkpCZGQkH5TkAqhQKCCRSFiNoqamBgKBAJmZmbDZbCgtLYXD4cAnn3yChIQEpKSk8OsRNeKaa66B\nVquFTqfjjYmmnWUyGcRiMT777DMWms/Pz8ehQ4cglUp5SDIzMxNWq5Xl5IgeEx4ejurqasTFxV10\nwU0Vzz33HAYHB7F//3709/ejr68PGo0Gc+bM4Y5CfHw8+vv7ceedd6Kurg67du2Cx+OBSqXiqh5t\nqKdOnUJlZSVmz56N+vp6uFwuGI1GAOPmCIFAAGvWrIHb7UZ4eDiDNYFAgKSkJPj9foSFhfHBRlnv\n4OAg02T6+vomaMvu27cPfX19CA8PZ9vwX/3qV7jpppvw7LPPTjnAQi1eUvAgvWDg682YQBSBcVIU\noAl82ugrKyuh1+vR0dGBt956C3K5HB6PB7Gxsbj55pvR1taGM2fOICoqCjExMXA4HGx1/vbbb7NF\ne2ZmJrKyshASEoIXX3wRK1euxI033gi3241nn30WGo0Gu3btwunTp3HPPfdg+/btKC8vR1paGlau\nXImXX34ZjzzyCOx2O0JDQ5GVlYU77rgDf/rTnyAUCvHDH/6QKR0+nw9DQ0Pw+XxobW2d9rpJSkoC\nMM5ZrKysxPDwMOLj45GRkcGtZ+rMEM+cqjSTBfnpd/S+RkZGMDg4iMbGRgiFQiQlJU0Y2LpQi5ek\n+CYPiVAyRN0A2sRzcnJ4EFYsFuPcuXMICQlBZmYmOjs7UVxc/A1t4MnPPVVM9TuBQACPx8OfKyIi\nAnv27EFcXBxuvfVWaLVa3pu0Wi2ampowMDDAiisLFy7E7bffDoFAgN/+9rfo6urC0qVLuZ0eCASw\na9cuxMfHY82aNROq2LQn3X333SgtLcXf//53fPXVV1i+fDknHmFhYfjss88wa9asKSkcVNExGAz4\n4osvcPr06UtdLhxyuZwBMSVDwTz/4Ne7HLBA3ZCQkBBIpdKrAjgEAsEEg5Xh4WG4XC7WjifqzpUM\nUjMKVh+IiYnBjTfeiLvuugsKhQICgQClpaWYO3cu7HY7Ojs7ERERgbi4OAgE47KOpDUeXJEdGxs3\ny6JuIA3EAuMgLioqCqtWrUJJSQmA8fkDrVbLLpfUefF6vTxASEEdOL/fj6GhIX5P042rCY6pS0y6\n1t9V0DXp6enhZPFqfM7u7m4MDg6yxrxcLkd+fj7TuKbLP568F04emJ3qc0zncwVXmGldAeBu31Rx\nUYCs0+nw/vvvIxAIoKOjA1lZWWhqakJJSQksFgtiYmL435CQECxbtgyVlZWIiYlhw4Rz585BJpPx\noFNbWxsyMjJgsViQmZmJgYEBhIWFYd68eTCZTGhtbUVGRgZmz54Nj8eDgwcP4sEHH4TRaMSWLVuw\ndu1arpiSKPXixYtx5swZBAIBzJ49G59//jnLqT3xxBNMmSguLsbLL78Mo9GI8PBw6HQ6hIWFwev1\nwmAwICYmhqtWTqcT8fHxcLlccDgcrB1MC4KGnsbGxrgqHhYWBqVSCYvFgrNnz0Imk+H06dNQKpUo\nKChg6bCBgQFWUxgeHuZMhq7TsWPHcO+990Iul6O1tZUrwTU1NdyqVCqVcLlcGBgY4GEyshlesGAB\n0tLS0NHRwbbEra2tEIvFGBkZQUlJCUJCQtgI49y5c9BqtcxF1Ov1zL8mfud0gtp2CQkJvAD7+/sx\nNDSEhoYGVFdXIzIyEtu3b8fy5cv5c0dGRuK9995DZmYmTpw4AWC8Gkic0eHhYeTl5aGrqwt5eXmI\nj49HXl4eV48IpBCtQiAY16qmam9HRwd0Oh23vWgQhnS6yUKdtGznzJmDG264ATNnzuTnGxwcxIYN\nG7i6ToNpBNKo4hFcNQ5uhZO8G1WKSP5NJBJhcHCQKUVPPvkkWltbkZ6ejldeeQWlpaVQKpVQKpWo\nrKxkeb9Vq1Zh//79WLx4MZKTk7FgwQIsXrwY7733HhoaGrBnzx4sXLgQwHgy0dvbi6NHj2Lbtm1o\naWnBjh07oNVq8dBDD2HHjh34t3/7N+zevRsHDx7Ep59+Cq1Wi9bWVtx555347LPPEBcXB6lUiltv\nvRUNDQ0IBAK8Dkll5XKn7UUiEcsUknJOV1cXaxeT+dCpU6cwZ84cpl9Q8kMALPgAJWv7QCCAiooK\nHD58mPeq4MdPrk5QUBtaqVROGEihTZwS5mAr9NTUVPT09DBdgkyPrr32WvT29p738we/9qVUP+n9\nhoWFccvw4MGDPH8xb9485m2PjY27s5GJTnh4OFeYyZDp97//PSoqKiCVSidUbFJSUnD77bfz+5p8\nmIWEhCA3NxePP/44PvzwQ9TU1PBgUFxcHA94AhN5v9QNbGlpwZ/+9Cfu8k03qFpFACyYxjRZ9/hy\nDlqiVdD3fTWCvkeippjNZqYxApig4XyhmCoxOF+IRCIMDQ3BaDRyMpOcnIzVq1ez8RG9N3LMJOdR\nSkiioqKY2hLcbRwbG1c7IelIkrCjc1IsFiM2NpaNoLZv346srCx2O6W/p0FQ4tFSEkTqHjU1Nejp\n6eF5nunE1QbIpAT0XVIsbDYb2tvbWTXragHkpqYm2Gw2REVFQSaTIT4+HiUlJRPWzeVGMDi+Eu89\n+PrTvkCKYxe6ny8KkEmXlWySid87OjqKGTNmoKurCw6HA6GhoSgrK0NeXh5SUlJQVVWFqqoqLFmy\nBE6nk/V6w8PD0dzczJt2d3c37HY7EhISWPmASvZUXlcoFNi6dStnoi0tLXwgqtVqtLa2ora2FqOj\noygvL8fu3bshEAh4gtxms+F73/sejh49CqfTiVtuuQVisRgPP/wwfvnLXwL4WsdYIBCwZFRsbCzM\nZjMKCgpgt9tZ3SI0NJSzDwKfCQkJzI+hxZGQkICBgQEsW7YMhYWFEIvFKC8vh0KhYIWJ3t5eOJ1O\nyOVynDt3jgGsz+fDhx9+iNzcXMydOxcymQyRkZHw+/3Q6/Uwm81MdZk1axaGh4exefNmLFq0CF6v\nF8uWLcO+ffuQn5+PsLAwVFRUwGAwsAEHTUffd999AMDcaxrWkEqlPPhwOST74eFhNDc3Y9asWWhr\na0Nq6rglN1lSLlq0CK2trWhvb8eLL76I+fPno66uDsXFxejt7eV2YkdHBw9w3HLLLeyoR10Hag1q\nNBoGQcTBJhMXOhT7+vqwc+dO/OxnP2OeaPChvW7dOq4+iUQiPiT279/PXPZly5bh/fffZ6epYGBO\n3/3o6CjCw8OZ++l2u7kaR4+h6kgwd5fAnFarRUJCAk+tq9VqvPbaaygqKoJerwcwDvSTkpIgl8vx\n7rvvIjs7G2q1Gvv27UN6ejqUSiWGhoZQWFiIBx54AAqFggXdqROUnJyMZ555BmfOnMHZs2dRXFyM\nW265BXV1dYiNjcXChQthMpnwwx/+EH6/Hy0tLdiwYQP+8pe/oLu7G+np6QyeN23ahOXLl+PIkSMw\nm83weDyIj4+f9rrp7OxEWloaJBIJVCoVHnjgAfh8PigUCj5U58yZg507d6K2thZZWVlcYXK5XFwV\nJUDjdDrhcDi409PX14f+/n7IZDIkJyfzdxLsaEdBmyoZ/sTGxvIwX3BVg64tJVCkEd/V1QWXywWh\nUIiuri6IRCKo1WrExsZeEud1eHgYoaGhlwTIwsLCIJPJ0NPTg+3bt2P9+vVYvXo19Ho97HY7kpOT\nYbPZuLtnMpmQlpb2jQNNo9HwwUr3zcjICPLz8/lzTh7MIToTAFYd+uKLLxAaGoq0tDSEhoaipKQE\nVVVVE2hHVGFsaWlBY2MjUlNTkZaWhubm5uksGQ4C6nRPBncUJgP6yXGxyjKtJ6lUesWruMFB7pUu\nlwt6vR5lZWUsq5iTk3NJwINAy6U8lrov9L2mp6fjjjvumJLKQffD5AFIcj2lwkTwHkdubrTfUTdR\nrVYjKiqK53V8Ph8SEhIwMjKCvr4+yGQy3j/pngr+fojT39/fz26yGo0GzzzzzDSu9tWNsbExWK1W\nLs58V9He3o6KigoMDAxclDr2baKzs5MNrCh5IsfWbxtXEhwHByXJpHxERdzzxUUBcnV1NbKysphW\n0dTUBJPJBIlEApfLBZVKBbVaDZfLhdzcXBgMBhQUFDBfuaenh9UriMSdn5/PTi9nzpxhm+fBwUEY\nDAY4HA5s3boVGzduhF6vR1hYGHQ6HVczBwYGMG/ePAQCAVRWVkKn02Hfvn1ISkpCYmIiIiMj4XQ6\ncfLkSWg0Gtx///3o6enBnDlzUFtbi4yMDOZHU/VQJpNBoVBwlYpspBMSEiASieB2u3Ho0CHodDqm\njYhEIjidTq6WSySSCc5Nqf811CUUCmGxWNDd3c3g32g0QiKRICEhgeVY5HI52xrTYGBLSwtSUlJg\nt9vx+uuvs0sgVTkXLlyIkJAQ9Pb2wuPxMOn8rrvuAgBotVqkpKQgOTmZwXlcXBwqKyvhcDgwOjqK\ntrY2uFwuxMTEIDo6ekIrbGRkBNXV1dNeiLt27UJ2djarkRiNRphMJni9Xlx//fXQaDRYu3Yt9u3b\nB4fDgRkzZkClUqGvrw9KpRKpqan46quvMGvWLJSUlGDbtm2ora1lCbyioiKcPHkSY2NjSEhIQEhI\nCN555x1ERUVh/fr1ePPNN/HMM88gEBi3QqZNOjIykgEpDVWRLM3WrVvh9/uRnJzMG3BERATWrFmD\nsbExhIaGwuVyMRWDvttgPWVq2YeFhfHG/+abb2Lt2rVITk7mm5G4r8EJ1djYuKPVj370Izz77LO4\n55578M///M/Ys2cPHnnkEVZE6e/vR15eHqqqqrBs2TLMnDkTK1as4LZndHQ0GhoaEBERgZ07d2Jw\ncJAHGL1eL2666SZYrVY88MADOHr0KO6//354PB44nU7k5uYiMTER3/ve92Cz2VBSUoIdO3bAaDTi\nzjvv5ITs4MGDbL7R2NiIG2+8EbGxsRgaGsK8efMQFRWFhIQEPPfcc9NaN2VlZXC5XEhOTsbw8DAn\npMFUCjLZsdvtiImJgcvl4uEvokTRYBjRtUiOkvTCg+2GaYiFugHnA8ukDR2s1kHDs8GANyIigjWr\nga9BOnGWSYbtQjE8PIznnnsOt99+O/Lz8y8KdgQCATQaDUZGRpCUlIT169dDIpEgIyODnTG7u7vZ\nUMdmsyErK4v35eDPSXsf0YO8Xi/i4uLYaEAgGNf9/vLLL/Hv//7vMBqNyM/Px6233or09HTY7XZI\nJBI0NDQgKSmJq+tUUZ48nKpQKCCTybB+/foJAHw6QQcfVTanch282GF7PpA8Nva1qQx1nK5G0Pqg\nvbe9vR2VlZW8L2RnZ1/0M4yMjODtt9/GAw88wN2Vi70mmdyQO+nq1as5CaDOSvDQ8+Tvh/6bZjGI\nfuh2u1FcXMyD1H6/H5WVlWhra0N0dDSUSiW0Wi13mlJTUzE8PIzOzk7IZDKmW4hEIpbRDA4C7Ckp\nKcjLy2NHyX+UoIHjq6Wbfb44c+YMenp6+Kyc6tpdieju7sbo6ChCQ0Oh0WhQXFzMcqaXG8Q/vtLA\nOJi+RkldsEfA+eKiADkiIgIOhwMdHR2Ii4uDXC6HQqHAkSNHsGTJEvT29k5oGaekpHB1MyYmBmq1\nGhKJhCfzc3JykJGRAblcjgMHDkAsFqO7uxu33347ysrKEBsbC6PRiNHRUXz55ZcQCoW45ZZbuOox\nPDyM2bNnY2hoCPHx8TwolJOTg4GBATgcDs5iBAIBVCoVKisrkZ2djfb2drS2tkKtVuP48eN47LHH\nWOapr68PUqmU+WUWiwVarZY5eO3t7ZDL5ejs7ITFYuEkgBYISb+JRCIe7ktNTUVzczM++ugjzJgx\ng0GtSqVCfHw8du3ahZKSEjgcDhQUFKCqqgpHjx5lhz9S0AgLC0NCQgIyMjJQV1fHpHK1Wo2enh6U\nlpZi586d0Ov1uPPOO5GTk4OkpCRs3boVo6OjqKurw6233gqfz8d60wKBAA888AAPGsbGxuLYsWOs\nZdvT08Ma1ZdDsbjtttsY9B86dAidnZ3Izs7mlrlcLsf+/fthNBqxaNEi+P1+qNVqfPTRR5g7dy62\nbt3Klt+nTp3CwoULkZeXB4/Hg//4j/+AyWRCU1MT5s+fz7xi4o6Pjo4iOzubOautra0oKiqCXC6f\nULH97LPPcOuttyI0NBQejwfJyckoLCxkjnJCQgIMBgOOHDmCa6+9Fm+99RYcDgceffRRtvUmZQIK\nn8/HrXYAePLJJ5Geng6v14uhoSGoVCquyonFYk7IgK/lrxQKBTweD1555RXW716+fDmKiorg8Xhw\n4MABrkz7fD784Ac/QHV1NaubWK1WNDU14ZlnnkF7ezvefPNNDAwMICYmBmvWrGHZwRdeeAEvvPAC\ntFot3n33XdTX1+Phhx/G4OAgdDodJyzFxcWQyWQ4cOAAysrKkJ+fj7vuuouBQn5+PgQCAeRyObq7\nu2G1WnHfffddlvpJZmYmFAoFb1qdnZ1ITEz8hoScXC6HVCrlNm3wYI9IJMLAwAACgQCysrKQk5MD\nsVjMmuNCofAbJiZU/aqurkZRUdGEQ0UsFiMhIYHBhNlshkqlYsAeLGVEnFyakaB9izjTVGkzGo3n\n5bKOjIzgV7/6FZqbm7Fhwwb4fL5LqiKTNnZTUxNTUIgOFggEUFNTwx2hoqKiCYcZHRRms3mCK6BQ\nKITdbucBZeI7f/DBB7BYLHjiiSfgcrnw4osv4sUXX8SGDRuQlZUFtVqN/v5+VFRUQKPR4Pjx41i1\nahXLNNFBRUOdNTU1EIlEUCqVyMjImPa6oee7FEWKC8VUtBZSSRAIBLwOrlbQ4R0aGgqn04mhoSHE\nxsZixowZzLm/UPj9fla9uJQYHR1Ff38/gPF1PmvWLE74KAgcBxuqBIOYYDoLPYbA9Pz58xmMiMVi\nlJSUoLS0lCvlDocDBoOBP7fZbEZdXR3EYjHcbjcLAQTfK3QfRkdHIy4ujtWkLkc152rGyMgIhoaG\nJly37yJqa2t5z5FKpVcNoJPaDNG2iouLeY/4NnG1rhU9J3VAaF+krvFUcVGAHB0dDY1Gw/JgpG1a\nVFTEgzxarRb19fV8cHi9XkRHR3Plub6+HomJiUhISEBiYiK32kkLuaurC/39/WhubkZsbCyD6EOH\nDsHv96Ovr48rbn19fejs7ERhYSH0ej1UKhVsNhsKCwvR19fHFITm5mbk5eWhoqICc+fORVVVFdat\nW4eSkhJUVlaisbER27Ztw44dOxAWFobW1lZERUXB7/fD4XAgJiaGubMvvfQSWltbUVhYiKysLM5y\ntVotoqKieHjP6/VyO1ipVOKTTz7B2bNnce211yItLQ0OhwNdXV0YGhqC0+nExo0bYbPZEB4ejpGR\nESxevBjt7e2s1Wuz2ZCdnY2amhqUlZWhpKQEp06dglarxbZt23DttddCJBKhuroa999/P6Kjo9HU\n1MTVUo1Gg6ysLMyYMQNjY2M4ePAgrrnmGsTExCA1NRUmk4nd96gyolKpmLNLdsMtLS3TXozt7e08\n9EeV9JKSEh4ULCoqQnZ2NrKysnDDDTfg2LFjiIiIgM/nw7333osTJ07grbfeQnx8PB+6lMgkJyfD\n4XDwAIvT6WQzjEWLFsFms3HyYjb/P+7ePb6p+v4ffyZN06ZJL7k1aZv0Si+kV2ihtEBBylWQm4L3\n+4WPt00/ujk3v1On++g+G1626WDgFB0qiooIKIIIcpOWQumNtvTe9J40bdKm6SXJ749+Xq+dlptF\n57bf6/Hog82myck573Per8vz0s2dF5FoVKKNsH4mkwnDw8NMyCwsLMSqVavQ2dnJmtdBQUEYGBhA\nd3c3xGIxPvvsM+zduxf5+fkQi8XYv38/lixZMqYape7YjTfeiNbWVuTk5CA2NhZmsxkOhwNyuZwT\ndcIu22w2KJVK9Pf349VXX4VKpYLJZMKdd96JI0eOYHBwEAkJCaipqcHQ0BBCQ0OhVqtRXl6Op59+\nGmFhYYiPj8fhw4d5tH/y5EmcOXMGW7duxbPPPouQkBDU1taipqYGp0+fxtGjR7F06VK88cYbEIlE\nmDZtGgYHB/H888/jiy++wNy5c+F0OvHUU09h6dKlSEhIQG5uLhYsWACRSITW1lYeOSsUCu6czpgx\nAxqNBr/+9a8nvG6oqKaJjlQq5c2SCnHq5gUEBDB0hezdAwICmKyj1+uh0+kYtkT3J513uma0Nrxe\nLyoqKpCWlsbJOCVdlDCP14EdLxNGD2GJRMLY7P7+fni9o66btLmTbvt4uIbH48GuXbuwb98+5OXl\nsS28sLt5ISyt1+tFeXk5VCoVXn75ZahUKn6dTCZDUlIS1Go1ampqUFdXh5aWFnz00UdYtmwZT84K\nCgqwd+9e9PX1Yfny5fDz82Nt9tjYWMYzms1m3HLLLWOKiOuvvx55eXnYsWMHbrvtNu7sFxYWIisr\nC7GxsUykEx4zka8UCgW++uorNDU1obKycsLr5mJybePP2/gQ/reLdY89Hg8bEF1Js2AiQeuNphg0\niaVOLB3T+GMlvK7D4TivwLtUUDFNUy+FQjFmvE2fQ880SiiI6+HxeHiNCxMPkss0Go1jSLSkB04J\nuFwuh8vlQldXF9rb21FeXo7q6mouSnx9fWEwGMZALCiZVigUCA0NRVlZGYqKin5whY/vE0Qy7+jo\n+FHxx8AoNpjkz+i5fKXk1EtFe3s7vF4vlEolUlJSEB4e/oPBK64kvut3pAKPitBLyTZeNkFua2tD\nd3c3TCYTysrKeFMiln5wcDCcTifCw8ORmpqKjo4OWCwWhIeHs4FIWVkZcnNzx3R5tVotUlJSYDAY\nWO4tJiYGnZ2daGxsxMKFCxEfH4+amhp4PB5+3+zsbBw4cIDtdKOiohgfOTIyAoPBgP/5n/+ByWSC\n0+nE5MmT4XA4EBUVBZlMho0bN6KhoYGxrqSzSt+LJHyITSwSiVBWVsZQit7eXh5lE6GCSFYqlYrd\nBkNDQ9HZ2YmZM2ciOTkZEokE5eXl3BmmTmFfXx9bTRNMwmg0wu12w2KxsOObVCpFS0sLJBIJKioq\nmBFO57+pqYlNWc6dO8cbIuEmq6urccMNN6C9vR0fffQRbr/9dmg0Gmzbtg0ymQxhYWFIS0vD4OAg\nTpw4wUoMp0+fxpQpUya2UjE6LjObzdDpdIiJiYFOp0NDQwM7unV0dEAkEkGr1XLyR+Pduro63Hjj\njUxuiImJwcjICIaHh1FVVQV/f38kJyejq6sLbW1tsFgsiImJwZQpUxAUFAS73c5OZULynNvtZutw\nwma1t7fzQ7ynpwci0SgZpK+vjwkkK1aswKFDhzBnzhy89dZbvC6kUimz/anbRqPJmpoaNDY2cuda\nIpHwdQXA8AvaZEjCiKYXcXFx2LJlC6RSKV5//XWYTCaEhYXhs88+w3PPPYe9e/fCaDRCr9ez7XRF\nRQXKy8sREBAAi8UCu90Oo9GIPXv2sDpLf38/EhIS0NTUhOzsbKxfv54Ty5GREVxzzTX49ttvefwd\nGBgIq9WKt99+G3a7HX/4wx+4A6pUKllPm6ZMkZGRtEA+bQAAIABJREFUqKmpwddff31FDzqayMhk\nMn6wE5FLON6nYyOZPB8fHwQEBDCEwsfnH05+VNwfP34cZ8+eBQC2+aaHJTD64CSjBNrUaWOmBJoS\nzvHJqZC5T+traGgIVVVVUKlUcDgcaGlp4d+r1Wruuo1Pcr/44guEh4cjLS0NSqXygnJwws8jqNA3\n33yDSZMmITY2FiKRCMePH4dUKkVsbCwUCgWio6MR/X9cAIvFgjfffBPvv/8+rFYr/v73v0MikcBk\nMiErKwsajQadnZ3o6enB0NAQTxANBgMiIyPPS8D8/Pzw+9//Hn/+85+RlZWFSZMmob29HX/84x9R\nXl6Oa6+99rzvQYmS1+uFTqfDH//4R5w9e/aK1s2FipSJxvhkmq758PAwzGYzRCIRTCbTP70TSJ11\nMrCiKQkll3R89FoA3HTyer2YO3fud7b5/fbbb9HU1ASxWIzAwMDzRtHC70q4YqvVip6eHi44yV6e\n4I3UMRb+vbDrPP49aapGXU/aUwcHB7lAHn/OCY4SExODoaEhnDp1ChaL5cpP+g8cXq+XvRYuppDz\nz4rm5mZWlVAqlT+4NTnwD/gIMNrUiI2NZaLsvzIuR2wWdpEp3yMd+wvFZe+iKVOmoLe3Fy0tLQgP\nD4dGoxmjg9jV1YWwsDAMDQ2hoaGB29Zk5+rn54fVq1dDJpPBbDbz4m9qaoJarcbevXtRVVWFNWvW\noKqqik0xmpqaIJfLYbPZYLVaERoaCoPBgG+//RbXXHMNkxasVis0Gg2KioqQn5/PhLDBwUHMmDGD\ntXhjYmLw05/+FNdccw2MRiMsFgtuvvlmVnIICwvjhNrtdrO+7JEjR1jpIiUlhYH3NpuN4Rd+fn4Y\nHh5GcXExrFYrFi5cyKQdkqtauXIl4uLiEB4ejm+++QahoaEIDQ1FT08PVCoVNmzYgPnz5yM4OBjh\n4eHo7u5GeHg4FAoFIiIiWAYpMTGRR/X19fVoa2vjivqLL76AXC5HTEwMVCoV0tLSMDAwwMoHtbW1\naG9vx6233ori4mKkpKQgMjISERER3C1qaWmB1WrF7NmzUVpaimuuuQZff/31hBfqpk2b0NHRgfvu\nuw/Jyck4efIkj+lJuSQ4OBiFhYUICwuDQqGA2WzG0qVL8d577yE/Px+rVq3i8dQzzzzDAva+vr74\n3e9+h8HBQaxcuZIfANdcc82YBMbtdmP79u28XsiWWCKRwG63o7u7m22RgdGktba2FnFxcWwwYTab\nUVFRgaqqKqxdu5Y1mknyjLo6wg5Hb28vj5ZjYmKQnp7O34Me9pRgU7JCcmZE+kxLS0NZWRkKCwvR\n0dHBa+cXv/gFOjo6cP3112P37t1oamrCT37yEzz66KPIycmBVCrFfffdh82bNyMhIQGRkZHo6OjA\n1VdfzRMVh8MBqVSKdevWAQCqqqp4zRiNRjzyyCN48cUXkZeXh6uuugrFxcVYv3497HY7iouLsXjx\nYlZgocTeYrEgJCQEt912G1577TUkJyfj8OHDE143ra2tUKvVY+TxqAAl+IQwsSRYCpHz6MFHWtiV\nlZX48MMPUVdXx51Aj8fDhCfhhu1yuXha0N7ezkUmHQNt2sD5D2DhsVEiAQCNjY2Ii4uDXC5nDH5A\nQAACAwP5+UHdpqKiIuzbtw8+PqNue/fcc89FEx1KZIRyhTabDRqNhkfdBw8exH333YegoKAxI3HC\nTWu1WlRUVECpVOKOO+7A1KlTERwcjKSkJFYEIUUFggLROb9Qt4a6SHq9HuHh4dDpdFixYgWOHDmC\nsLAwxpKP/x5isRgpKSl4/fXXsW3bNuzcuZPJqN81hInYxTrBFzp/9C+F0OyCCp2+vj709vbC19cX\naWlpEzquKwl6Nmi1WubIVFRUjDmu8dhJYWF5IZOZC4XX68XmzZtZ699oNPIaHU9couskFouZM0MN\nmujoaIavXSgxvlzSQg0aj8fDZl3UrSd5ygv9LSX1qampkEqlVzTp/GeFx+NhQvmPmRwDYH1/uVyO\ngIAAlk39IaOtrQ1Op5PJwUIFoX9FTPT70Z4hEol4InmhuGyCvH//fsycORNqtRq9vb0oKiqCx+PB\nvHnzUFFRgZSUFMTFxeHMmTPo6+tDS0sLYmJiYDAYcOTIEQCjzGiLxYKioiK43W52uAsKCkJCQgJi\nY2Oh0+ng4+ODqqoq5ObmoqWlBadPn4ZOp8OMGTMgFotRV1eHFStWwM/PD7W1tThx4gRmz56N06dP\nQyaToaGhgTfKzMxMlJaWIiYmhm2qX3jhBXzzzTdITU3Fvn37sG/fPixevBghISHQ6/WwWCwwm83c\n1ZVIJAgODkZ8fDzUajWkUina2to4MXC5XBCLxUxaJMxsd3c36zer1WoUFxejv78fer0efn5+yMzM\nRHl5OZ588kk8+eSTOH78OBITE1FTU8PKESkpKYiNjWVsc2RkJHQ6HY9CyRY0NzcXbW1tsNvtzCiX\nyWTo6ekBMLpx9/T0oKWlBWKxGPPnz2d8LeHECadUX1+PlpYW3HTTTeju7kZ2djbCwsIQHR2NDRs2\nTGgBfvPNN7j66quxYcMGrF+/HlarFcBotRkeHg673Y4ZM2ZAJpNBq9WyxFBubi6ampowMjICpVIJ\nl8uFzz//nHWfk5OTERsbiyVLluDvf/877r//fgQHBzPeihQDBgcHkZyczIkbdapI/o1kAslmsq+v\nD0ajEQEBASzDFRwcjIiICLS2tmL27Nlsc20ymdDV1YWoqChOhlwuFxNKAgMDsWLFCsyZMwcSiQRK\npXIMKYs2YRr3V1dXY9KkSRgeHsbXX38Nj8cDnU6H999/HwcOHIDJZMIjjzzCcKNnn30Wf/vb39DQ\n0ICTJ0/i4YcfRlNTE3bs2IF169bBaDQiOTkZYWFhWLp0KQoKCuDj44OZM2ciJiYG7e3tSE5ORkRE\nBH7605/yGt62bRtEIhGio6Nx/PhxdHd3Y/PmzSwJFhwcjEcffRQBAQHcPfL394fL5eKpi0gkws9+\n9jOEhIRg586daGhomNC6oZEXdYlJmYQSlaCgICbCAmM7AjQloASRjA9WrlyJ6OhoAMCnn36Kxx57\nDImJiRccU0+bNg0KhQItLS1ITU0d8zu6l4joKcQ9EzyCjsvpdHIiSXrWg4ODY4oj4XvTs2TevHlw\nOBxITEy86JickiNKjj0eD86cOcNTitOnT8Nut8NsNl904/J4PEhLS2MmN2FcSZ+WCj7qUPv6+o7p\nVns8nvOSocDAQNx7772swyoSjWqQL1q0iDkBFwrq1EdHR+Phhx9GW1sbvv3228uuFWFMpHM8PnkT\ndmHJdIXO78DAABwOB3czL2Uq8EOGRCKBXq9nudHm5uYxSYDw+tP/p+bBdz0PHo+HzzNNBkjq8mKS\naSLRKAad1k1gYCCUSiUrTlyog3i546H1FRoaynsmJd/jSaQX+ls/Pz9ERERwR3Mi8c9KXul5IZVK\n+dz8WEGKIfTv5YhoEw2Px4OSkhKeMpKO/78yJnIdqdiTSqUICAi45Lm57FWbOnUq40xEolEjC0pm\nDQYDampqcPDgQbZ3TUhIQFRUFBwOB0wmE7fiq6qqoNFooFQq2SVrcHAQOp2Ox3hxcXHIy8tDXV0d\nDAYDsrOzWXrMbrdDJBKhoaEBxcXF8Pf3x7Jly9DR0YHOzk6o1WoWwZ85cyaSkpKwadMmvP3222MI\nD3l5ebBarUhKSmLSn8fj4Sq6trYWTqeTN6zc3FyYzWY2NiEmvFqthr+/P+N9rVYrZDIZEhMTERwc\njPfffx/h4eEoKSlBSUkJ6urqUFlZCb1ej+joaLS1teHqq6+G0WhkHd+ysjIMDw8jKysLzc3N6O3t\nZQ3Mrq4uFBUVwcfHB1FRUewj/s033+DMmTM4fPgwpFIpRkZG0NTUhHPnzkGpVMLHxweHDx9GSEgI\nFAoF3nnnHXzzzTcAgPLycpZoEYvFiIiIgF6vR0FBAaxWK+sFX4m+5NSpU+FyuZCVlcUEvaGhIaSk\npCA9PR05OTno6elhhri/vz/S0tKQmJiIOXPmoLKyEiUlJThw4AD8/PyQlJSEyMhI6PV6xtIajUYu\nDIS2uHv27EFMTAwGBgZw4sQJ3ghJW5QwcklJSYx36+zsRFhYGMLDw1n6RSQalfx77733MGvWLDQ3\nN+Oqq67CuXPnEBkZyTrIwi4JORcRe7ijo4MtN0nuhzqiNpsNcrmchfI1Gg1eeeUVGI1G1NXVMbGO\n8I9DQ0PYs2cPUlNT0dfXhzvuuANKpRLvvPMOpkyZwkovnZ2dWLhwIfR6PWw2Gw4cOMAJS3l5OSIj\nI9HY2IgHHngA3d3d3J3u6upiPFZ0dDRmzZoFX19f9PT0IDw8HPfeey/j8ru6uqDRaCCVSlFWVsa6\npW63m2EtpOIwkSBjGmGHFABfM7KZps+iBEeIEx4ZGWG7dLlczgWuSqXC5MmTL8iSpu4wqdZoNBru\njgPgAsfhcIz5bCEmk5JmkUjETlYqlQr19fXo7u7mJFM4viZ4SGBgIDIzM5GTk4P8/HxO6McHPTfp\n86mIePPNNyESidDX14ctW7agqakJp0+fRk9Pz3kkHUrIfXx8EBMTg+joaFY/oUkSnWPqGAuJp6SZ\nS7huKgx8fEad4CZNmsTQF5VKhUmTJvH6oBCef+G58Pf3R0ZGxoTXDX2vSyUDF/q9MLEWQm58fX0Z\nW69UKtn++cdSJBCLxVCr1Vx0O53O84oA4Xmj451IokDFqEgkgl6vh0KhYI39CwXdjxqNBvHx8YiM\njBxjvCS8X4XH912OSSQScbczMjISYWFh31kxRCQadSa9kHHTvyqoSKdJ+z/D6vlyny1MkH+odev1\njkozfvbZZwDAWN5/NbRiokF7NEGZLhaX7SBT4mcwGGAymVBfX89SPjqdDvHx8TxyITOOmpoadtmp\nrq6GSCSCwWBAVVUVcnJyUFJSwr/v6enBV199hbi4OLS2tvLDl+w1o6Oj8fTTTyM5ORnLli1DZWUl\nEhMTERAQgNOnT8NgMKC9vR29vb3Yv38/jh07BplMhoyMDNx4442oqalhlYiWlhb4+flh165d0Ol0\nyM3NRV9fHyIjIyEWi9Hf34/AwEBO3MnmMiIigglb/f39AMDJ2NDQEEMULBYLRkZG0NXVhR07dmDB\nggVYsmQJli1bBoVCgT179jBwf+3atSguLmbii1gsxrXXXsvjNBpnh4eHw+FwoLCwENnZ2WyqEhMT\nw85H5IoltPIeGhpCU1MTFAoFwsLC+Ie80mkcRklASUkJfH19kZycDGB0NFxQUACdTofi4uIJL8C5\nc+eivb0d06dPR0hICHQ6HQIDA9HU1MRYa39/f9TX16Ovrw86nQ7Jycno6enhMSFJ+tGDuKCggCE0\nhBuSyWT8cCZYC7Git2zZgszMTNZppc6xx+OB3W5HSEgI2+b6+flh1qxZGBkZwY4dO3DLLbdAJBKx\nCkdBQQEnu/7+/pyQCbGg9PmUKAUFBSEoKIg7hy6XizW0iYRJ3ZKAgADs2bMHlZWVuP3227Fs2TJ8\n9NFHSE1Nxccff4xNmzbhV7/6Fe6++2488cQTXMA88sgj2LhxIzIzM7Fq1SpWmpFKpTAajaitrUVd\nXR0eeOABDA0NsfXrHXfcgf7+fjz88MM4e/Ys7r77bqhUKp5AfPHFFwxZ8Pf3x+9+9zseNZONPBUm\nRKIhBY8DBw5AqVSio6NjwusmNDQUTqcTVquViWYAeK22tbWx/B7prwsTXkpufH192dnLZrMxRKO1\ntZU7HsIu3MDAAOM97XY7ov+PK0BB61UIk6HvL0zOhUnLRx99NEaRQaVSsWUxBR238O/H/45CiMcW\nOseVl5fj1KlTiI6ORmRkJOtId3d3w2azQa1Wjyk4iPVPphAELSG4CpH9YmJieCpDG6BQd5zeT6gB\nTeeeJgtWq5UTy8uRaIT30ERjPFTiQu9NPxdKuoTdcuF6on8jIyMhk8kuK8/3QwStIWpqAGCzDOFr\nhK+daHi9Xm7IBAQEICwsDEFBQejt7eVknF5H/9KeR7AyKoJoOieU77vcMY2fANH3oGkVEXK/S+Il\n/Lt/l6Dz5efnh8DAQN4rfgy4BX02FbH0/79vjIyMoLu7G9u3b8ehQ4cAgMmYdJ1+bDjJ9wmC411q\njV129WVlZcHX1xculwu1tbUMYWhtbUVYWBg/UIKCgmC1WlmSjHChYrGY2aXR0dHo6OiAyWSC3W7H\n0aNH2WI6JCQEbrebVQPOnj2LoqIiZGdns/yaWCxmKRHSzjWbzUyyI4kuHx8fVFdXo6GhAbNmzUJc\nXBymTJmCzZs3o7+/H7GxsVi9ejX27dvH+qkkrh4fH88Pd3LI0uv1EIlGMa0qlYofBHQjDw4OwuVy\nISgoCP7+/nj++edx//3387F5vV40NTXhlltuQXx8PLRaLUpLSzE8PIy6ujp8++23GBwcZHY5jdXk\ncjkiIiIgl8sxa9YstLe38/g3JCQEaWlpGB4eRn19PaZPn47BwUEoFAooFAq0trZCqVQiOjqau4B7\n9uxBR0cHJ4uBgYEwGo3o7u7G4OAgJ6ZWqxVWqxUBAQGsXznRmDx5Murr6/Hll1/is88+w/79+2Gz\n2WA0GuHj44OsrCwegZMOKuHugoKCEB8fD6VSiVmzZiEqKgpxcXHMhK+oqEBHRwe6urpQUFDAttg0\nTVizZg2fg5SUFK5waVwPjHbPRSIRk+o6OjoQGxsLqVSKhQsXMpFSLBZj+fLliIqKwqJFi3g8Xlpa\nivr6+jFkLlIfEUp+eTweVimhh4efnx+6u7sxMDCAnTt3YmRkBL29vbjzzjv5Or7yyivweDz4/PPP\nERUVhYceeogVWvz9/VFWVoaXX34ZXV1deOONNzB37ly0tbWhsLCQ7wGaMjzxxBPo7+/H1q1buSPv\n9XpZHYaMZ9588010dnZyN4awwH/+85/x5ZdfoqOjAwcOHEB3dzd0Oh2PooeHh3mzJFMJiURyReQQ\ngjHt2rULR48eRVNTE6tA0H3R1NTE9s50PYUbLnU1/P390drairKyMrS0tKCxsZGx7wSToCKYDAdo\n4kUFPP1QYkVQK6GtsRBXTsfidrtx9OhRtLW1cRdHrVajpaWFu9DCoKT6Ul03IXmJMM79/f1Yv349\nVCoV7r33XkyfPh3Tp09HS0sLT6jo+EdGRmC329Hb2ws/Pz+o1WrI5XL4+vqio6MDQ0NDCAgIQHh4\nOFwuF7q7uxnOQuf6wIEDrHQghF4Iu/n0Q7hsktYTfqfxcAE6B/39/QwPm0gIi2RK5ITJ3YU+d3yM\nP/fCAgAYtbP+sTVth4aG4HQ6YbPZ0NzcfB5GeiIJCRUIw8PDaGlpwZtvvslqEIGBgaw/r1KpLvi+\ndL1JGYHcP7/LcVzovAuLFuGP8F641N8Lg+Aw/y5BCaqfnx+Cg4Mv2aX8oUMouUf35ZXs4cLwer24\n6aabsHjxYjz//PMM+aHC5F8NsbiSoMLqUgX5ZRNkSop9fHwwadIkJi5dddVVsNls2Lt3L06fPs2W\nyGFhYfjggw+wadMmDA8PIyUlBb29vWhqauLN7Ny5c9wB7e7uhkqlQl9fH78+NzcXmZmZWL58OY4d\nO4arrroKy5Ytg8Vi4Q4P2SbPmDEDHo8HOTk5TDQKDQ1labqOjg7Ex8ejqqoKycnJKCoqwl/+8hec\nOHGC2+t//vOf0dfXB7vdjoGBAU7Y2tvbOQno6+uDr68vqqqqIBKJ0Nvby3qqOp0OR44cwfbt29HQ\n0AC5XI7w8HDccsstUKlUcLvdMBgM0Ov1+Oqrr/DNN99AIpFg1qxZqKysxLXXXssdeq1Wi/7+ftx8\n881IS0tjdQqj0YiEhAScO3eOiWMnT57kEbnVaoVWq4XZbEZrayuPp1wuF5qammC1WqFWqznhaG9v\nx8DAAIqKijgZSEhIQHNzM3Q6HdLT06FWq6HVaq9owzp8+DCioqIQ/X9a0EeOHOEkQa/XY2RkBGaz\nGb29vdzRJnxwVFQU23/TKCQ7Oxv3338/0tLS0NraykYUBw4cgNVqxf79+xEZGYndu3dj6tSpLPu2\naNEifpB3dHTg6NGjEIlGSWW9vb2MHyVdTsL+CTtJAQEB7BikVCoxZcoUWK1W3HrrrTh48OCYhAz4\nx8ZKNx5VqPR+xEo3Go147733UF9fjzfeeAMBAQGIiYlBYWEhFi1ahJ///OdQq9XYvXs3j857enrw\n7LPPYv78+VAoFOwkR11BoRyT1+uFyWRCVFQUgoODkZKSgqqqKjz33HM4evQoMjMzER8fj7vuugt7\n9uxBQUEBqqqqMDIywhvOpk2bsH37duTn5yM1NRU+Pj5488030dLSgs7OTmzZsgWbNm1i85SAgAAu\ncojQNpGghKSrqwuHDh3CkSNH0NXVBWD0gabRaDiRpX+FSYtwnEgmMaQFTPcluRwKrw0lusPDwxge\nHj6vG0XEz5CQkDEJsbC7KkzM+vv7WeWHoCharRZNTU34/e9/j+7u7vP+/mIhhAUQ5pLMPj788EO0\ntLQgLy8Pqamp3Izw8fHBE088wRAMl8vFkzYiCcrlcvT39yMkJISdpcj9jt6Lih56Zpw6dQo2m21M\nR1gkEp2XmBL0hLgOZIAhTITo9cK4UlMDei+yJibox3fpXI8Pei2939DQENxuNzdxfkg856WOgWBh\nTqcTdrsdW7duhdls/l66usPDw9i2bRtmzZqFXbt2QSaTsaudTqdDUlIScwko6BpR8UnPSerwXqyw\nu1DyKwwqaIaGhjA8PDym4zm+ULlcuN1unu7+OwR9XyJy/5gJsvAYhA6t36e4GxkZQVFREXp6eliD\nWq/XY926dXjwwQfZeOk/KYTQoIvFZRPkqKgoJCcnsx0ykZvOnDmDwcFByOVyZGZm4ttvv4Wvry8K\nCgqwdOlSGI1GhhNMmzYNM2fORGtrK8utDQ8PY+nSpTCZTACAPXv2oKenBzt27EBQUBDLt02dOhUr\nV66ETCaDRqNBSUkJjhw5goiICIjFYhw7doxd8UpLSzF79myUl5djeHiYu4+JiYnwer3YuXMnDhw4\ngNjYWIYWSKVSaDQavPDCC7Db7XyyyI5WpVKxUYDX64XBYGC9P7rBIyIiWP1g69atiIuLQ21tLTo6\nOlBfXw+j0Yh3330Xx44dg16vR2pqKqZPnw6tVssyYUqlEsePH0dpaSkeffRRHDhwAB0dHaisrMTI\nyAhLuPX39yMjIwPFxcWor69HdXU1CgsLUVhYyJJvGRkZfE2Ki4sRHByMnp4efPDBB4iLi0NCQgKq\nq6tx+PBhNDc3Qy6Xo6mpCU1NTWPgKnK5/IrZqXq9HpmZmVixYgWbZahUKnz66ac4dOgQ47gpcd22\nbRu2b9/OnXmyVyUjGZpOREVFYcGCBXj00UfR29uL2NhY+Pr6Yt26daxFTVUhuafRg6G+vp6vL8ny\nEdyjrKwMZrMZANhUwePxMFyjtrYWZWVlqKiogMfjQX5+PlQqFd5++23ulgkrdmEQAZFGk5SAarVa\nWCwWvPLKKxgYGEBiYiLa29uRkJDAmNtbbrkFX3/9NQoLC7Fv3z7s3r0bGo0Ger0ejzzyCDIzMxES\nEoLm5mYsWbIELpeLCzlyhaMio66uDn5+fmhpaUFYWBiKiopw8803491334WPjw9WrFiB1tZWbNiw\nAb/85S/R0dGBtLQ0SKVSTJ48GV6vF7Nnz8btt9+Oa665BjU1NdiwYQNaW1uxdOlSrF69mskbWq2W\nJdUmElQgzZw5Ezk5ORCLxZxokyRUUlISW0YLx4fCxIu6JlOnTkVGRgaUSiV0Oh2ysrKYsU/rQCKR\nsPGHy+WCRqMZ87AXjuXH2xcL3fjcbjcXK4GBgVi8eDFmzZqFadOmQaPRICYmBhkZGejs7MQf/vCH\nCXcCCQIQEhICs9mM3/72t3j55ZcBjJq1EOtfp9Nh+fLlbLVOXdng4GAYjUYoFApIpVJIpVLWmiaS\nNQCG1RCkhCZsLS0tyMrKwokTJ1BaWsqSnW63G0NDQ2hra0NLSwtsNht6e3thsVh4hCl8XlJ3bXBw\nEIODg2PuFx8fnyuW66JEjd6fOALjC4zLhbD4Ic5JXFwc4uPjefryY8Tw8DDDsPLz8+Hr64vPP//8\nirqBXu8odv3QoUN44403YLPZIJPJkJ2djTlz5iArKwsZGRlITk4+j3MyPgEenwwLC72LTT7oX+E9\nSgnxhbr+419/oQRb+Lrh4eFLynX92EHHKlR5+LGmD8JrQPcByc9e6dptb29nZz6j0Yjc3Fxcf/31\n+K//+i8EBQX9x2GQAXABein4yXcyCrHb7ey41tPTg/T0dJjNZojFYkydOpWl37zeUR1bh8OB3Nxc\nSKVSnDp1is0aFixYgKamJnR0dECr1eLcuXNwOp3w9fXFAw88gJqaGsTGxrLdsNPpxNGjR6HX6zE4\nOAiTyQSlUonk5GRIpVLU1NTAaDSit7cXjY2NEIvFePHFFxEZGQmNRoOenh4mjJCpSVRUFDIyMpil\nPzQ0hCNHjkCpVKKtrQ0xMTGQyWQwGo1wOByw2+1wu91siODn54eBgQFkZ2czfksikcBiseDEiRPI\nycnByMgIwsLCYDKZsHv3bkilUtx5551sYDAyMoL4+HjeTEluzM/PD1FRUQBGMWd/+ctfkJSUhJGR\nEfzhD39gR7CysjJkZGSgsrISS5cuZUe4M2fOQKfTobKyEkVFRQgMDGTpPYVCgcjISGRnZ6OnpwdJ\nSUkARm0pP/74Y1RXV7NyBwAuUEJDQ6+IYNDS0gK73Y7+/n7k5OSwgkd7ezvmzp0Lj8eDhQsXQiqV\nYuvWrbjhhhuQkZHBcAUiPVHnjZIDsViMNWvW4NNPP0V1dTUWLlwIPz8/yOVyDA8PIzs7G729vewW\nRmYMYrGYtZfFYjHS0tJ4A5RIJGhoaMCJEyfwm9/8Bj4+Pvj73/+O5ORkfPrpp/Dz80NeXh4CAwMx\nd+5cvPrqq3j22WchFotx4sQJTkopGaeHPiWWShc6AAAgAElEQVRPlAyQWojT6RxDdhOJRsmv119/\nPetPX3311QgLC8O1116Lrq4uvPrqq3jssceYLEsPQbJbt1gsKCsrQ2trK+rr63Hq1CmsXLkSwGgH\n6KWXXsKaNWsgkUiwa9cuPP7449i2bRvDggi+kpmZCZvNhnfffRd//OMfkZGRwR3At956C0ajERER\nEZg2bRq2bt2KkZERPPjgg9iwYQOmTZvGUAiFQnFFwv1kDDA8PAybzcbTE2HXKjIyki2To6KixmBG\nx3cMyXCE1nBoaCg7vQmDYC+dnZ2slU1xIdUMYcJFn0dkKn9/f3YtlMlkrFOuUqlwww03YN26dfjV\nr36F3t5ehISE8OdcqNM5Pmmg9fSXv/wFJSUlUCgUuO2223DjjTeOITESQRcY3aSJ7EXJPP0olUpY\nrVZWDhEmP0Jsqa+vLzdDCgsLsWPHDkgkEixcuBAJCQk8FSGzir6+Pjb1EZ4nwkALYRtkIAGMPhub\nm5snvG6EY3mS2yOVGCEU4Lu8z/gxPxGYp0yZwtrcwmv1z8CWikQiDA4Ooq+vD5MmTcKjjz6K8vJy\nfPLJJ1i+fPmE8bZerxeHDh3CunXreM9NT0/HXXfdBaPRiJCQEKhUqgtKtV3qPYXHe6EOsvB/C39o\nUiMsni4Gu7lU8k1BXdJ/lxCSi4OCgqBWqxly9GOFsINcV1cHo9HI8pITWa8ulwsbN27E4OAguzrm\n5+czv+g/CXc8Pi7nvnjZBPlvf/sb6yPGxMRAoVAgODgYKpUK27dvR1xcHJxOJ2JjY1FZWYmuri4k\nJibCbrejqqqKuzOEZyMd2bCwMHR1daGxsRHp6en4+uuvkZmZiVOnTiEtLY1NJWjcZ7FYUFtbC7Va\njaNHj8JsNiMvLw8hISEoKirCtGnT0NDQgLlz56K6uhputxttbW3Yt28fmpqasGDBAhQWFrKG8ezZ\ns7kDdeeddzImeGBggCVnhIoHdPOr1WoEBgaOGeNu27YNFosFM2bM4E3m2LFjOHfuHAwGAzIyMrgz\nm5eXB4fDwTbM9EAPDQ3FrbfeOsbOOj8/HxqNBtXV1UhJSYHb7UZ3dzcyMjLYNvf111/H3XffjcLC\nQpjNZmRmZkImkyE2NpYfhCKRCAUFBUhISMCWLVvg7++Pm266CceOHeMkNDk5mYlf/v7+yM7OhsVi\nQXl5OfLz8/Hcc89NaOGdPn0aEokEWVlZqKioYALZokWLcPDgQYSEhCAqKgpTp05l04vw8HB4PKMa\n2XFxcTzml8vlqKqqQlJSEuLi4hh6QRufzWbDrl27YDKZMGXKFLz11lvQ6/VoaGhAbm4uP5QcDgcW\nLlzIUlYAGF/ucrkwZ84cvtkzMzPR2dnJJD+SmaOCye124/nnn8eLL76IV155BT/5yU94/A38Q2qH\nKmtaRwA4GXjqqacAAGvWrMG+ffvQ0dGBM2fOQCQSweFw4Gc/+xlUKhXUajX+9Kc/MQRAiHEWi8XI\nzMxEdnY2Xn75ZWRmZkKlUmHhwoVjSHYhISGQy+Xsdnfw4EFs3LgROp0OfX19PEb/3e9+B7FYjGXL\nljF+Vi6XMwH2rbfewscffwwAWLlyJVJSUvDf//3fsFgsePDBB1FbW8t4Z5LLm0iQ2UdwcPAY/B6R\nWWnEO3nyZJb3E3YvhIUDnXNyv6NEZtmyZXwuh4aGuHC1WCysISqMw4cPIzc397xj9XpHFVio0BoZ\nGUFNTQ2SkpIglUpZSYW6ZUIirL+/P7744gvccMMN5x07gPMSPGGnevny5Thz5gzmzJkDk8kEvV6P\nuro6dHV1wcfHB2lpaWMKivHvT9+P3pPUZISje3otJTBisRhKpZLlE5cuXQqRaFQ1o7GxEdXV1dDp\ndIiIiIDNZsPJkyfR09MDi8WCyZMnIzIykjvxHo8HfX19sFqtkMvlUCgUnDA3NjZyk2AiITxmuhY0\nqaGEQJhkXSypHZ/00TkgjktgYOBFsc0/ZKJA7zU8PMz7pc1mY/k+nU73nbt2Hs+o1vqrr77K5FeT\nyYQlS5YgJSWF7xPhOvsu34mmC9/1tRc6b3R8QhjH+M70xf5WeJwul+uKOsgX6qj+ENeRupJCPkd/\nf/8VQ4gmEsLjp+lOWVkZVCoV4uLiEBIScklpNq/Xi4GBAdTU1KCoqAiffPIJCgoKmNibnJyMWbNm\nTWgN/jsGrZvvRdJTKBQsCl5SUoKsrCwcOXIEEokEa9eu5USWNEqlUilOnz7NxLLc3Fykp6fDarXC\naDRyl/i1117DwMAA9Ho9Xn75ZZhMJsbFlpeXQ61WY+rUqYyP83q9iI2NxcjICNauXYvrrrsOdrsd\nx48f54e8TCbDtddei2eeeYbxymKxGKtXr2bDkUWLFuG1115jso3L5WLW+ldffcUMbBplqlQqBAYG\nwm63IywsbEwHwev14tNPP8W2bduwYMECxtYGBQVhwYIFcDgcSE9Px86dO2EwGGA0GtHf34+uri50\nd3ezugKNPnQ6HdxuN0wmE7xeLyZNmgSv14uwsDB21Nq9ezemT5+O4OBg3gB1Oh1iY2MxZcoUeDwe\nhIeHc+fMbDbD4/HAYDBAJBJh0qRJCAgI4M7l3LlzUVlZyVa+ISEhcDgc2L9/P8xmM8M8JhpPPPEE\nVq1axaQtg8GAgIAATJkyBSMjI2ypLZFIcM8997DcEADExsYC+McGXl1dPYbZ3N3dDZfLBb1ej+bm\nZtadPnLkCMrKyjB9+nQEBQVh3rx5AEYfGETIpISYNDOps7VkyRLMnz8fEokETqcTmzdvho+PD7Kz\nsxEZGclr/NixYwgNDcXQ0BCSkpKQkpICu93OUAZ64FKHhz5H6MgGAA888ADefvttPPLII+jp6cHU\nqVMRExODtLQ0ZGZmcnFCm7wQKkJBmxKt14yMDGzdupV/RyYohYWFyMzM5A5nbm4uVCrVGCKtVCpF\neHg41q9fj9zcXGzevBl79+7FwYMHYTQa0drairS0NOj1ejz22GP49a9/DafTicrKShgMBrz00kss\naUZd3oSEhAmvG+Ij1NXVobGxEXq9HnK5HP7+/izlB4DXPV0/YdD0wcfH5zzXu5GREWRlZcHPzw9O\npxO1tbVwuVzo6OhgHDKpw9Drt2zZwkXN+C4YEZfo2lRVVQEAF2++vr7Q6XRQqVSwWCxcNCUnJzMT\nfHzQ6I/wfkLVjKVLl+Lw4cOYN28e4uPjkZ+fjylTpjCmWCaTob+/f0yXlvCdwukGHa9YLEZsbCzO\nnTuH3t7e846FEmSZTIaQkBCecvn7+zMmnxSG5HI5XnzxRVx33XX45S9/ic2bN7NhDlmAU7FCeHmS\nCSMsaldX1xWpEQjvPTpmSgCEclffJS400idZU0rmLzXy/6GCNFopUVQoFFCr1WOe1xc7foL7NDY2\n4pe//CXmz5+PoqIiyOVyLF++HOvXr8fChQuZmH2xuNh3pHuKYDPfBfZBhSRJ0tFnU0JmsVjQ1dXF\nUEIqEC92LMKkmXDaP0T8ENfVz88PRqMRGRkZmD17NnJzc380aI6w604NhZ6eHpw5cwbFxcWorq5m\nQ5jxZFbiuphMJuTl5eGxxx7DsWPHAABGoxEPPfQQ7rnnHhgMBm4G/aeGcJJxsbhsB9nf3x/p6elo\nb2/nCn/evHloa2tDQUEBbrrpJrz99tuYPXs2lEol6urqMGvWLGg0GsZ3tre3QyqV4tNPP8XChQtx\n+vRp3HrrrQgJCUF9fT3mzp2LkpIS+Pv7Q6fTobu7mxUOSNc3IiICfX19EIlGCXLV1dVITExEdnY2\nOjs7UVFRgezsbHz88cdYvnw5goKCoFAoGDMWHR0NtVqNmpoa1NXVoa2tDTKZDDabDQ6HA1arFaWl\npVyxWq1W9Pf3j8EoEjaLHj5r1qyBr68vTCYTTCYTRkZG2OSktLQUycnJ6O3txR133IFz584x8//D\nDz9EVFQUIiIiAIxupjU1NTxutVgsuPvuu7Fjxw7k5eVBrVajqqoKXq8XGzduZLWNvr4+1NTU8DFJ\npVI4nU709PQgISEBra2tjCmLjIxEaGgoSkpKoNfr0d/fD7vdjszMTBgMBvT39+P666+H2Wxm58KK\nigpERESwK+JEYmhoCAkJCZg+fTrkcjnfiFQgRf+fFrRWq0VsbCwngEKzB0pk169fj9tvv51ZwaGh\nodxVJBKRSCRCY2Mjjh07hsWLFzPj/NixY8jPz2enRHqtUqkEAFYESE1N5aSCiJqkN/vWW28hISEB\nbrcbq1atwpYtW+Dj44POzk5otVrWoKVxsbDzIZfLuZBxOp344IMP8PTTT6O/vx/p6emYNm0a/vSn\nP+FPf/oTdu/ezUVef38/Q3AcDgdCQkJgs9nw/vvv46GHHgIAfPXVV6ioqMDatWuhVqsxZ84cFBcX\n49VXX8UzzzzD54aUaCi5TE1NxYoVK7jT1tTUhICAAIbB5OTkYPLkydy1l8lk+PWvf40XXngBvb29\nkMlkCA8PR1JSEmpqavD4449zl/Tmm2/GwMAAFi9ejJ07d0543ZB4+7lz53ikTRX+wMDAGPIk6QcL\nOyaEC6YkE8AY+amBgQH4+/uzHJlWq2WZM8LkEvlPLBazyopQxog25IaGBqhUKigUCp4skHoIjTZJ\n0i8iIgLNzc2wWq0wGAyIi4vD8ePHx2xQwo6O1+tlou3IyAg++ugj/L//9//Q2dmJvLw8hrIRn4KM\niOx2OysMkQOeTCaDTCZjqSmaPNDnyGQy/OQnP+Hikv47BU1GRCIRm1cIzyv9mEwmrFmzBsPDw6xn\nPB7TSveGUqlk+BbdKyTveSUYZCoGKDGmNUI45InIx10IOkASkUJSpRBq8c8YMwt1velcazQa1NXV\n4cyZM0hPT2d3Q+GxE8l169at2Lp1K2pqahhOM2fOHDz00EOIjo5mQqOwCzw+iRNCTsYH/bfxE72L\nvQ/9K4TwCM8ndZIvdD4vdn7puvf19V12XP5d44e4lv7+/tDr9dBqtYiJieEi9scIWq9+fn7c5FMq\nlZwPAWB7cOAfjajh4WG0traisrISIpGIDYSysrIwc+ZMZGZmMoH9/w9B98ql1s1lnxh04lQqFbOx\n+/v7UV9fD4PBgEOHDmFoaAhWq5WxNgMDA9ixYwcmT54MYFTejVrZlZWVSElJQWhoKGpqanjz3bVr\nF+RyOVtKl5aWYtq0aejq6sL27dvhdDrxwAMPsGYydZWoc+3v74+dO3ciPT0dw8PDLC1ksViQlJQE\nrVbL2MLS0lLG5ZI9dFZWFtLT0xEUFIS6ujp0d3fDZDIxcScgIICTuzlz5iAhIQEGgwHLly9HQEAA\namtrkZmZCbFYjHPnzkGlUqGnpwc5OTnMij9x4gSOHTuGVatWsRmJSCTCL37xC+Tl5SEoKAghISGI\nj4+HzWZDQkICPv/8c6xYsQJTpkxBW1sbW2CT3jHhqadNm4awsDBUVVXh22+/xcDAAEMciEkukUjg\ncDggk8mgUCig1+tRWlqK8PBwlJeXo7a2lm+OgYEBxMXFQSKRYOnSpXjppZcmtPjILU/osDQ4OIiQ\nkBCsWrUKX3zxBfz8/FBRUYHVq1dzInDkyBGEhoYiOjoaItGofvaNN97IlqM0cq6pqYHJZMK0adOg\nUqlw++23Y//+/UzeJE3oXbt2Yfbs2RgcHERWVhYXRZQg02s/+ugjLFiwALt370ZgYCCSkpKg1+th\ntVrR2dmJZcuWoaqqCllZWXj33XdRWloKHx8fFtf3eDzYsWMHFAoFli5dyuehq6sLX375JVavXo35\n8+ejo6MDd955J1atWsWj8ZdeeglutxvR0dHIz8/n7iEAnDhxAu+++y6Cg4Mxb948JCUloaenB4GB\ngTh16hSWLVuGkJAQtLe3IyYmBrNmzcKzzz4Lp9PJyXl/fz+v+cTERCbeUZhMJhw7dgx2ux0JCQnw\neDyIiopiA5vh4WHG5FPBOTQ0hM7OTiQnJ6OhoQEymYzvbYVCgaKioivq6PT19cFisTCpTLh51tTU\nIDIyEiKRCENDQyzCD4zd3IVQDOqYCtU96LqLxWKEhYWxZBxtCvR3YvGoeyfBCShEolF70pKSEsye\nPZs/XyaTYdq0acxYJ8JoW1sbVCoV5HI5CgoKGMO9d+9eVlshcxIKt9sNs9mMwcFBvPXWWzh69Chu\nvPFGREVFITY2FoODg5g8eTIrTRAsp7KyElVVVZg5cyakUilfO7ofaL3T9Iow48nJyTh37hza29vH\njE6p80rJz/igBIreZ+7cuTy5IU38/v5+hrrQ6wmmRIkVndOCgoIrsgwW8gCExQwVrhPpHtO5uZA6\ngxC/Sd/jQpjOHwJyQefM4XCgo6MDPT090Gq16O3txZdffgmJRIKMjIwx7nkjIyPYs2cPPvzwQxQW\nFgIYhYvNmjULN910E6Kjo5njQR00WvsEDxRKt10O+0uvpeeVsAijQoWux3goFL0/TW2DgoLGdOfp\nul0oIaPrSbKHAwMD3zsB/SGLHHq+0DX8MaXQ6BoGBAQgJCQEGo0GarWaDbAIWtDd3c3uiz4+Pmht\nbcWhQ4dQW1vLe+8NN9yAa665BiqV6jtbmP+nBD2DLqW2dNkEubCwEBKJBFOmTEFERAQKCwthMplw\n1VVXobm5GY2NjVi2bBm++uor3ghiYmKwZMkSlJeXw9/fH93d3aitrUVRURGWLVvGrMqYmBg4HA5U\nVVWx25jBYMDhw4fhcrm4o5qSksJdTkrEp0+fjo6ODuh0On6ty+VCQ0MD8vPz0dLSgqSkJKjValit\nVuzevXtMN3X37t0oLi5GQkIClEolGhoaEB0dje7ubhQWFqK1tZUdoAICAmCz2VBTU4PnnnsOwcHB\neOqpp3DgwAHGLaenp/NDWiaTQalU8uZA8moSiQQpKSmIioqCSCRiabDly5dDo9Hgs88+ww033IDe\n3l4EBQUhPT0dfn5+GBkZweHDh5GcnIz6+nokJiaisbERw8PDqKysxOLFi1FYWMjJypw5c1iXt6Gh\nAenp6Sz1NGfOHPT19aGoqAgZGRnc4dLpdAzP0Ov1OHfuHEpKSrBw4UIeG08k8vLy8OSTT2Lt2rXc\nuZHJZGhpaWGTB41Ggy+//BI6nQ6zZ8/mB7bwwVhaWoqTJ0+iuLgY99xzD4aHhxEeHo4FCxbg8ccf\nR3x8PI4dO4Z169bhuuuuQ3l5OaxWK5KTk+Hn54f4+Hh4vV709vYiNDQUdrsdZ86cQW5uLnx9fRl7\nm5OTA19fX0yfPh2RkZHYuXMnWltb0dPTg76+PkydOhV33nknXn31VSxevBglJSVYuXIlEzxpHPj5\n559j2bJlAEYf4uXl5XjnnXfw2muvwWKxsCpGU1PTGHUNrVaL6dOnc7drz549kEql6OzsxOTJk9HQ\n0ACr1YrFixfzJt7X14eTJ09CqVTir3/9K55//nmYTCY8+eSTWL58OTZu3Ai5XI4XXngBixYtYhJm\nVFQUn+sTJ04gLy+PFSNo2iLs+Pj6+uKhhx6Cx+Nhq93e3l5kZmaipqYGTqcTUVFRUCgU6OzshN1u\nR2RkJJKSkiYMzyksLISvry/mz58/JqEaGBiA2Wxmd0eSGouOjh7T0RMmYAAYs00bOTnF0XcTuin5\n+vqO2aTpfggPDx/z/sBoQkYqPoTzJn12iUTC2ughISGoqqpCcHAwYmJicOrUKSxfvhwGgwGTJ0+G\n2WzGyZMn4e/vjxUrVvA1qKmpwc9//nP09fXBYDBg8+bNiImJQXd3N4KCgsaMpymBHRkZQWVlJbs2\n9vX1jdGrpXMivL8Ip+7j48MTiMjISFa5oE1eq9WelwheDC9KIZFIkJiYCJvNhuHh4TEbLBVadJ5d\nLhdKS0uhVCrHEBe/a/T09Jynt0zHTvfLdwlhgkzfi/4dr/lLhZpQ3pHWH3Wzv0/QenU6naivr8fI\nyAhCQ0NhsVhw5swZWK1WhIWFQa/X82fV1dXhoYcegsPhgNvtRnx8PJ544gnMmTOH4UYU1LSgyZ3T\n6WSzH4JdXcy6enznvLu7Gy0tLWzJLZPJ2HyEYDXC73Wp70zvT1Cp8UUKBSXHNpuNmy8TjX/WBEC4\nRi6W5P+zgooOhUKBoKAg6HQ6aDQabpIBo42I1tZWWCwWdHZ2wmq1wmw2o62tDa2trQCAhIQELF68\nGBqN5j9S5/hyQfCz76VisWLFCjblOH78OI/GHA4HWlpaMDIygn379iE9PR319fVITk7G0NAQBgcH\nodFo0NDQgObmZvj4+MDhcCAlJQUymQw7duyASCRCWFgYYmNjUV9fj0WLFmFoaAgKhYK7zQaDAenp\n6QgLC8Pu3btx7733wuFwQCQSYevWrXj44YdRXV2N06dPY+XKlZBKpThw4AAqKirg9XohlUoxZ84c\nXgCPP/44ampqkJ2djSVLluC1117D1VdfjY6ODlYE6Onpgd1u54dtcHAwtm3bBrfbjdmzZ8NgMKC1\ntRWhoaGsc0xSSA6HA+3t7dBqtaw4QbbIMTEx0Ol0CAsLQ2NjI0SiUYvMe++9F++99x60Wi0++ugj\n/PSnP4XD4UBwcDAyMzNhNpuRmJiI2tpatLa2IikpCcHBwSgrK8Pdd9+Nd955B7feeiv0ej3cbvcY\nHJ9YLEZTUxNkMhlv6CTLUldXh7S0NBQVFfHmq1KpUFRUBF9fX5an+uqrrya8+DZt2oQpU6ac94Bt\namrC66+/jr6+PvzsZz9DYmIifvOb32Dv3r0Qi8WYM2cOent7GTd18OBB5OfnQyKRQKlUsjV4bm4u\nXnjhBezYsQNdXV247777UF9fj507d2LdunW8MdIGkJeXB4/Hg4aGBgBg0teZM2dgs9l4WhAQEAC3\n2832yzabDUuXLuUHcXV1NY++y8vLcfXVV6O+vh6bN2+GWCzmtUnjwo0bNyIiIgIrV67EwMAAnE4n\nO/hIJBKo1WoAo4kcaQnTQ7u3t5fHP06nE2vWrGG5RYlEgqeeegq/+MUvkJOTg/LyciZcGo1G3H//\n/di9ezfi4+ORlJTEpFYfHx+0tLTAaDQy/pSgIbQZjX+Yi0Qittam31PhSUY2EokEBw8exPHjxxEZ\nGYlbb70VGRkZ2LFjx4TWTVBQEFJTU5nASp/vdrtRXFyMyZMnQ6lUQqPRoLKykjsjwk3U7XbDYrEg\nJCSEXeQAcJcTAGOB6Vq53W5otVp236NNLSwsjDXaKcHzeDwoLS1FdHQ0cxLoIUvrnWy7AwICYDab\nGX5FnAo/Pz8sXLgQra2tOH36NLRaLYaHh7lj+Nvf/hbt7e1Yvnw5brrpJsTGxvL6HJ+4UEeYdOU1\nGg1EolHsfmZm5hhCsfC7u91u9PT08KRNqVQiISGBkxx/f3+GbJFKhZAs+F0SC6lUCrVazYk4rR+C\nllCS09nZiUmTJiEiIgKffPLJhNYMrRvaNygoqSXlGJL2vFw3eXzn82JBTQch/+CHwpnSBEEsFkOr\n1bJyC5FKAwMD4XK5UF5ezgWSx+PBhx9+CB8fHyxcuBC33347cnNzWbmAzgnwjw4skUhpoiR8/gi/\ny4Xwv1RMiEQihIaG8u/8/f25uLoQR+C7xMWSYvpser6SSVlERMS/bRL3Y3ddKUGWy+XsYksdYCFJ\ntqCgAMXFxTh79iza29v578hifdasWQgNDf23Pa/fJ2jtEhn6YnHZskaj0eCmm26CSqXC5MmToVAo\nmNmelpaG8PBwLF68GIGBgZg9ezb279+Puro6HD16FAqFAsnJyWwE8cILLwAAPvnkE6SmpiI7O5tx\nnnK5HK2trcy09PHxQXh4OLfBN2zYAIVCwfqcxcXFiP4/15/Jkydj7dq1mDZtGnd91Go1PvvsM+ze\nvZttmxUKBRoaGhAWFoZPP/2UR9RWq5UtYQsLC7FgwQLcddddGBgYgMvlQmVlJRISEqDT6VgejMYT\nnZ2dGBgYYAc8qVSKwcFB1NbW4ty5c9i/fz+OHz+OgoICvP3228jMzOQkp7y8HMXFxWhubsayZctw\n1VVXYd68ecx6Jfby4OAgdu/ejfDwcOTk5GDTpk2orKxEfHw8Nm7ciKlTp+LEiROcQLhcLt4YIyIi\nEBMTA6/Xy+Sarq4uzJgxAyLRqHPVpEmT+GY6fvw4VCoV44T7+vpwxx13THgBEtSFFiP9XHXVVfDz\n80NZWRl3u+bPn49PPvmEExMi7tTU1PCmNn36dPj4+OC9997jh6NKpcKpU6dYHg4AcnJyGNbhdDpR\nXFzMCYHL5UJgYCByc3PHYIXnzZuHiIgIhnhs2bIFM2bMgEQiwcaNG1mrOzc3F9u3b0d5eTnmzZuH\nhIQEnD17Funp6Vi9ejWrYPT19aGrqwv/+7//C39/f7z00ktISEiAyWRiC3WLxcLSbyqVClFRUXC5\nXCgoKIDD4cDq1asRFxcHm82GgwcP4q233kJVVRV+//vf4/PPP8f1118Pp9OJZ555Bi0tLUhLS+NC\nLSoqCtdeey3fo/feey+uu+46bNu2DYODg3jwwQdx++2349SpUygpKUFXVxd3Ey8UQows4WtJeYXc\nNF0uF6ZMmYKnn34ad9xxxxi2/0Ri0qRJ5+GKAbD73TvvvMOOb1FRUWhsbOTEjzZUr9eLuro6HrnT\nxkAJk1KpZEMCr9eLrq4uOBwO3tTHd0UdDgeP/b1eLxwOB06cOIHU1NQx3TFyoyQYl4+PDxMOg4OD\nsWrVKixZsoRfT1Jsdrsd4eHh6O7uhtPpxIYNG1BVVYWVK1fiwQcfZNIqdbxJO1iYQDidTnZGpDXY\n1tYGm82G7u5uOBwOJusRjtvtdsPpdKK5uRkVFRVcJISEhCA0NJT1tsmCmAo2IrZcqvMiDNISFl4P\nYTdZIpEgPDwcERERiI6OxrRp0ya8bi7Gyqdr7nK5LvsetF6FuNjx7yVMMMmZULhe6HffNykaHBxE\naWkpJBIJdDod7wdUCAQFBWFoaAgHDhzAX//6Vzz22GNYu3YtPvjgA0ilUjz55JNYsmQJk7svlmw6\nnU709fVx8n0hIvDFkuOhoSFebwQPJEoNiNAAABn8SURBVFI7Yd7HJ+QTDWGiLDx+un/JpEmpVDJs\nbiLxYxHnfqwQrmFfX182BZJIJCyd2draipqaGrS1tTF2WywWIzU1FY888gh27NiBY8eO4a677vpR\nVDf+VUGNqkutgcsmyA0NDfjiiy/gdrtx9uxZdHR0cJeUusjV1dXYt28fKioqYDAYEBkZCbPZjICA\nAJZqmz59OsxmMx566CFYLBacPXsW9fX1rArg4+OD3t5elJSUsDSQWCxGa2srjh49yva2Z8+eZV3T\n++67j4kp5MzmdrvR0NCAnJwcPPXUU1i/fj10Oh1uu+02hIWFseEEOYsZDAbk5OTgxIkTzOwkSAFp\nHNtsNmi1WiiVSpw9exbNzc2orKyE1WrFvn37EBAQgIiICP67jIwMTJo0CTqdDlqtFklJSdwtXb9+\nPd544w288847OHz4MCwWC1wuF9xuNyorK6HVarF3717GbNtsNojFo3bHfn5+sNvtmDlzJkSiUfMK\ng8GAo0eP8iYrEokQHR2N4uJizJgxA7GxsRgaGmJstUajQUJCArRaLfLz88fgEtX/X3vXHtPWeb4f\nzMXG2DhgHHMzYCgQr9wTaJKy0GxJyrqQyzqlNJW2NGFtN7VZNk2qqklTq25Sl6yrtE6ppkwjW9J0\n0bKt6RJ1I0tZGAm03NNwvxowF4MxBl+wDfbvD37v24ObSyH9XbSeR0JJHPtwfPz5fO/3fM/7PGo1\n8vPzodPpeFtFKpWipqZm1YOPtlCDgoJgMpnYkFsikeBnP/sZNBoN3n33Xaxbt46N6s1m84pjbNy4\nEUFBQTh69ChOnjyJ119/nRv+Dh06xA4S8/PzkEgkiI+Ph81m421uv9/PxRbFl9NKWmi5RjdbuVyO\n1NRUTE1NoaCgAMHBwXC73dBqtTCbzdi8eTNiYmLw8ssvY2BgAG63G//4xz/Ya/qXv/wlvve97yE0\nNBSvv/46mpubceTIEcjlcm6cogn1rbfeQkNDAzdPUHFLHsQDAwOIj4+HVqtFSUkJjhw5gkOHDqGr\nqws///nP4XK58O9//5t9g48dO4bjx4/jj3/8I+vgy8rKuPBXq9XYvXs3goODcfr0aVRWVsJgMCAn\nJwe9vb38md0N5GZAOjZ6jKzYNBoNlEolM9wTExNrGje3m8hDQkLw7LPPcmd+UFAQN58Qi0Wvo3MK\nnOzp/ym2nproBgcHVzTiEaMMLE84LS0tsNls/HhdXR2Sk5N5S5eKcpvNxteGJD0+nw/d3d3Iz8/n\naGepVIqlpSW2cwSAr33ta7BYLDh16hQ+/vhjPPXUUzhw4MCnZA1UqBL7QT/U1KzX69l1JT4+Hg0N\nDTAajdyMTJMhMe3Ehgtdfeg5ISEhkMvl0Gq1UCgUvMtAxfFqAisCCx2howFtydNjiYmJn/m4hLt5\nu1KRfK9i6G6spRDEYFLTsPBx4c9a4ff72TpPLpezaxGFVhFjLJFI2BXJbDbDZrMhLy8PL774IhM+\ndzoPep8UG06FEr33wPAOOo6QOaYFNUmUwsPDmT0WulUIF5GfF5tKPQZESv1fJNX9f4SQLKDvFTU6\nU7JwX18f+vr62P+cFrD79u3D4cOHkZmZ+andmP9EUH1zXwVydnY20tPT0dLSgoGBATQ2NnJCnNVq\nxejoKEJCQpCeno7x8XF0dXXxNnJraytLAmgrippRNmzYgJSUFHi9XszNzeGxxx7jZrvw8HDo9Xq4\n3W54PB5kZmbi4MGDvK2rVqsRHh6OlpYWWCwWzM3N4fz585ifn8fMzAzi4uJw4cIFXL16FYuLizh1\n6hQ3APb09OD48ePYuXMnGhsbubjR6XQoLy9HamoqhoaG2EatqqoKXq8X77//PtxuNxoaGtDW1sYM\npUqlQm1tLTe3xMbGorOzEz6fD1qtlj095+bmYLPZkJ+fj5s3b+LGjRsYGhriLe+uri7k5eWxtMPl\ncsHr9aK9vR2XL19GY2Mj6urqMD8/j9DQUKSlpSE/Px9FRUW8VdvW1obOzk5cu3YNWq0WN2/eZEsl\nq9XKln0TExPo7OyE1WrF9PQ0dDod5HI5Zmdn4fP5MDAwgKWlJVgsFtjtdr7ZrgYkH1laWuLufWJx\nXC4X1Go1oqKikJ6ezqxhZGQk7xhYrVY4nU488sgjKCgoQEVFBY4dO4ZHHnkEQUFB+OCDD+DxeNDY\n2IgXX3wRNTU1kMlkiI+P52jioaEhdj6h5kRqWpudnWVvYeCTDmq6mfT19eGdd95BRUUFVCoVLl26\nhOHhYWbjCwoKoNVq8cQTT2BmZgZ//etfERISgi1btsBqtcJoNGJmZgYdHR0wmUxobm7GyMgIEhMT\nsbS0hNLSUgwMDGBsbAw+nw+jo6OIj49HSkoKOjo60NraytrMTZs2cby7QqHAm2++id/97nd49NFH\nERwcjLi4OAQFBaGxsZHlM3K5HAqFgrvf6bv8m9/8hgMBQkNDcfLkSTQ1NcHpdK6YBAM/SyETJHwe\nFQqkvxZqBkmbuRrcqUAGALVajYqKCly/fp237KlJjUCLMp1Oh66urhUNWkLpBDl8jI2NISYmBlqt\ndoVUgp6/sLCAsLAwFBQUrCigt2/fvkJvShpXavDbvHkz5HI5ZmZmIJfLkfLfum4qDqn5sb29nRff\nERERaGhoQH5+PsrKyhAWFoa5uTl2GqCCTCaTsYyNrj25nRQVFSErKwtmsxlqtRojIyPwer1Yt24d\n78DReyMde1NTE1JTU7nQ0Gq1nKIHLC8ilUolyy7kcjkXQvfLwNH1oN9Fn8tqcbfJnJj3wEbOuz3/\nTqAxQsEqgRMsFZX3A6/Xi7Nnz8JoNPIOKTWykRsNSUAohIjGxv79+1FeXo7w8PBPFeyBhbtEImF5\n1NzcHPejAMsSNGpeDZRaUHHscDj42tL5BDY23q7R8X5BxxUeW7ho/yKDwlKEzY9kA+p0OmE2m2E0\nGjE8PAyr1YqFhQWWqezatQtKpfI/vjAGPhlD9wpBu6cGmTr1NRoNPB4PM3C3bt3Cli1b2KpNo9HA\nZDJhz5498Hg8KC4uhlqtRn19PbxeLxQKBdra2nDkyBHYbDY0NjZi27ZtSEtLY1YtJycHXq8X//zn\nP1kqIZfLmWncv38/CgsLcebMGS72ZDIZ5ufn4XA4sH79el5RZ2ZmIjo6GtXV1Thw4ACee+45vPTS\nS9yopdFokJCQAJPJhB/+8IfYsGEDYmJi8J3vfAff//73IZPJoFar4ff7YTKZsHfvXo5apUHodDqR\nkJCArq4uREZG8lZ8SUkJvF4vRkdHWS8sk8kwOjoKlUqF3NxcbNy4kXWEcrkcNpsNMpkMlZWVUCqV\nyMvL4xvlwYMHIZFI0N3djfn5eTz22GPo6OiARqNhdmTr1q1ITExETU0Ntm3bhr/85S9QKBRYWFhA\nU1MTjEYjM7Uul4tvhhqNBt3d3Wxxp9Vq2eMwOjoa4eHhqKurW/UAHBkZ4fjevLw8nsRpLLzxxhtQ\nqVQYHR3FzMwMmpub8cADD7BDicViwezsLB588EFu0EpOTkZtbS22bduGN998E+3t7cjKykJoaCh+\n8Ytf4Pnnn0dubi43oHV2diIyMhKLi4tQKBQrPA8jIyPR2tqK7373u8wCud1ujI2NoaioCE6nE2lp\nabhx4wYyMjI4y76srAxSqRQnTpxAdXU1nnnmGTQ0NMBms6G8vBxBQUHQarVIS0vj8AyyR3Q4HIiI\niMDg4CBiYmLw7rvvIj09HXNzc2ynVlxcjOvXr8NutyMlJYUbMr/0pS/h6aefRlpaGn+pqRgjd4mk\npCQ8/vjjsNvt6OzsxI4dO1jvWV9fj7i4OOzZs4cnWPL93b9/PzweD18HYdMb3UwIpBmlxQ9NlnK5\nHAcOHFihT10r7vT6oKDlxEGhlIKYKaGVm8/ng0wmQ2dnJ9LT03nXgVgxl8sFYJmNHRwcREFBAaRS\n6Yp0L+r0Hh8fR1RU1AoP4fXr17OfNp3X4uIis3p+vx/R0dGs/y8sLOTj0wJiYWEBKSkpGBsbQ3Fx\nMUs3aDeDuqsnJiYwOzvLBbZEIoHZbMbCwgJHwYeGhnKg0NTUFA4ePAiDwYDp6Wk89NBD2LlzJ8uO\n6PqS7lQmkyExMRFKpZIZZqHEha5xWFjYCqY+cMG0ls9b6DYhREdHx5qPdScImwI/C0N8u+cJpQXz\n8/MrGCgad7QAu5/xv7i4yFHQOp1uRT9JfHw8MjMzWS5DMkCJRILw8HC2fQs8l8DzoX8rFArY7Xa2\nlaTXEOsrlJvQe/R4PGyZeafj/08jUArl9/thsVhWfZz/pKLa719uCgc+WRTSYpaSBqenpznfgHbE\nqEAW3tO+CCCW/b4Y5NHRUYyMjKC3t5cbXvx+P0pLS/lmHh8fD4fDAYPBwJGGRqMRdXV10Ov1GBoa\ngtFo5PCAmJgYPPzww/joo4+g1+s57IFszHbu3MmTUWNjI44dO4alpSVcuHAB1dXV2LFjB0pKSvD+\n++9jcnISzc3N+MpXvsLNGPv370dYWBgaGxuxfft2NDY2Ijg4GH//+9+RlpaGo0eP4rXXXuNwjbi4\nOL4p1dfXIyMjA6dOncLevXshk8k4/EAqlfLWFzEyKpUKX/3qV1FYWIirV69iaWkJDocDQ0NDqK2t\nxfXr11foO5VKJfbs2QOZTIaBgQEucIKClptqNm3ahJGREVRUVOD8+fOoqKjArVu3YLVaYTAYODRk\nw4YNGB4exuXLl1FbW4uYmBhER0cjKGjZ45caw6anpxEdHY3MzExkZGTA6XRiYmKCt5SHh4c5Gnx4\neBh2ux0dHR3o7+/nSXst/pLU9e50OnlyJm9iAMxsU3yl0WhEVlYWTp48icHBQVy5cgURERGYnp5G\nWVkZ+vv7AQBf//rX4fP5UFpaiuzsbG42fPzxx6HRaKBQKFi3nZCQgIKCAjQ3N2N6ehoJCQmsMzWZ\nTBgaGlqhRXU4HBgbG0NISAiKi4ths9lgMBjgcrlQVVWF9vZ2fPvb38avfvUr5ObmoqysDNPT03jm\nmWcQFxeH06dPY/v27XjllVcQGhoKvV7POwK7d+9mnanNZoNWq0V8fDwGBwc54ZE6yMk/2+v1Ijc3\nF1u3bkVcXBy7HXg8Hg6dCA4OhsPhQGVlJTo6OvDqq6/iJz/5CZKSkngSuXbtGn7wgx9Ap9OhuLiY\nCzGVSoWXX36ZHSioABPeQG6nPxQ2eNE2KhUOQvZsLQsr+jzuBNI9UmFAcgPa9qcJXCJZjhMfGRnh\nieHy5csYHR1leUFzczPLQXy+5dRGGu/UlOn3+6HX67kIpnEVuGUfFhaGyMhIfpyS+hwOBzQaDZqa\nmni8UboVScjOnTuH5557DidOnIDL5YLFYmHrQGpUHRkZgdls5nS6qakpTExMMNsaERGB7OxsdHd3\nY3FxEQaDgReaAFgSIWS6qSnZbDazjETY6R7IjNPnLsRqJ1ShfOV2hZXP58Pg4OCqjnmv8xAyjJ+V\n3RXKV2hXixYtlGhHkhB6HhXV91sgBwUt+01TY7dQW61Wq/Hggw9Cr9dzQ7HL5UJwcDAiIiJgMplg\ntVpZV0yLskAGmf6kwA5yZQE+CQ6iIln4OZEMjEit+32va70+wt9J9561uC0FMuSfBz4Pmc1asLS0\nhP7+foSEhDBzLJVKWY5CcpewsDDeiZLL5fzzRWCOhfD5fHA4HLcNSCLck0FOSUlBW1sbioqKOPaX\n3A9kMhkiIiJQVVUFiUQCnU4HrVaL5uZmlJaW4sqVK+jv70dhYSEaGhogkUjQ2trKUomenh5EREQg\nISGBY2VbWlrg9XrR2tqKixcv4oknnsDCwgJGRkZYM2k0GlFdXY1XXnkF9fX1+PDDD3H06FEolUqM\nj4+jqakJOp0OHo8HAwMD2Lp1KwwGAywWCywWC95++22UlJRgcHAQNpsNzz77LBcuNTU1kEqluHTp\nEl566SVMTU0hNjYWf/jDH1BSUgKFQgGFQgG9Xo8TJ04gNzcXer0e586dw4YNG1BfX8+TaUJCAnp7\ne7F582ZUVlYiMzMTlZWVOHDgABwOB0wmEywWC7Zv347Q0FDY7XZMTk4iNTWVtdUtLS2oqanBkSNH\n8M477+DJJ5/ECy+8gFdffRW///3vcejQIS7qLl++jKSkJFRVVaG2thb/+te/sGfPHgwMDHDqXE5O\nDgwGA/r7+9HX14eEhAS+0T388MPw+/2QSqXsmbxu3bo1+ZICWBHjS5pLmUzG2kwqQCQSCTZt2oT5\n+Xk8/fTTmJ2dxTe/+U3Mzs5ysEJcXBxvNcvlcvh8PszMzKCnpweTk5N48skn2WKMtOPx8fE4d+4c\nYmJikJycDI/HA7/fjytXrqCnpwe//e1v+fz8fj8iIyORnp6OmZkZSCQSTE1NYceOHYiKisLu3bux\nb98+vPbaa1CpVNi0aROKiopYqvDnP/8ZP/7xj2E0GnHhwgWUlpZibGwMH3zwAdRqNUpLSyGXy1FV\nVYXx8XHk5ubihRdewNmzZzE/P4/Z2Vn2qUxKSkJzczMkEgk3sS4uLuLw4cPsqd3e3g6Xy4Xk5GSE\nhYUhKysLZWVlmJmZgUajQWxsLE8cNpsNb7/9Nurq6rBlyxZYLBbExMR8iu2iAuJe29WkoSWdGm37\nEsNITUFOp3PVY4bYL/q7EHS+aWlpHObhdrtht9uhUqlYI02yhvj4eC5UKX0sMTGRC8DY2FgkJSUB\nAMtrhKEWwrQ44TWhrW6h5ln4uqWlJU5+3LVrF3w+H5qamvDhhx9y4pxKpYJKpeJFOPmP6nQ69nON\njY3F+vXr4XQ6uQktKCgIycnJ7DwiLN6IBRofH0dsbCxiYmKwdetWRERE8HMIJN8ZGxuD0+lEd3c3\nO2WQprmnp4e9nknXTI1QgUUTMc13230QFgyBhSqNQwq5WC1osXg7CAvYQKeW240x4W5BYFHtdDox\nOTkJv385yIXY+Ds5wKwFfr8f2dnZ8Pl8n9L8h4SEcCO71WplDe7CwgJr30dGRqBUKiGTyRAVFcXS\nRiErTt8z4SLA7XbD7XbzlrzwvkB/UqMXyW5ut4gW4vMqngNlHoHjymq1YnJyctXHFequ78SEr6bQ\n/d+4Fnf73bSTQFaQYWFhbOOnVquh0+kALDc9kxUl7Sa7XK67Stw+r3P8/8BS+/3L1qGDg4MYGRm5\n4/PuWSCHhIRwNO3w8DAztkqlEikpKaitrUVWVhbr3ZqampCcnIwzZ87A7/cjPz8fLS0t0Ov1mJ6e\nZjYmLCwMaWlpiIyMxNjYGOx2O0JDQ6FSqZCTk8Ox1MSUkX6wpqYG5eXlGBsbg0qlYiuykJAQnD9/\nnmOMe3t7kZWVhYWFBahUKgwMDOBvf/sb9u7diy1btuCjjz7C+fPn4XQ62Yng+vXrKC4uxtWrV3H8\n+HH8+te/RkZGBubn55Geno7W1lakp6dzVPPhw4cRFRWFmzdvIjMzk9OyoqKiYDQaOb3N4/EgJycH\nycnJMJlM7MRAHpEejwfV1dWQy+Uwm82Ijo6GRqNhGQvZa+l0OoyPj0OlUuHMmTN44IEH8PHHH8Ng\nMODixYvIyMiAXq/Hxo0bYTAY0NTUhMTERCQkJCA6OpplAsPDwxyfTSmBJpMJUqkUHo8HfX19MBgM\niIyMxNTU1JoKHZI3qFQqXLx4Ed3d3ZidnUV3dzdSUlLg8/mQnZ2N5ORkZGdno66uDidPnsS+ffvQ\n2dmJ7OxsmEwmZr20Wi2Gh4fZOlCv1zOzvbCwwOdKjI7NZmPpw65du/D888/joYceQmJiImZmZjA3\nN4dvfetbePTRR7lYNxgMGB8fR1tbG376059i9+7d+NOf/gSz2YywsDCcPn0awcHL0c2NjY1ITEzk\nolyhUODSpUvMWlutVpw4cQLl5eWs90pOTsatW7cglUoxOTmJ9vZ22O12LCwssCSmo6MDbrebo9Jt\nNhukUim+8Y1voKOjA2+88QasVit+9KMf4b333oPJZMJTTz0Fu92OtrY2hIaGor6+Hn6/H4WFhWzV\n9dZbb/E2KvlTK5VKtLW1sUdmamoqRkdHUV9fj5SUFHz5y19GYWEhzp49y9c8IyMDXV1dMBqNSEhI\nQGJiInp7eyGXyzExMQGdTge1Wo0bN26syZfUYrFwWpNwq9vv92NmZgadnZ1ISkpiS0NKSBPKPmjn\nggqMqakpNDU1ISoqCna7HfPz87DZbGwBSNHMtPgSulnQd4S6uV0uFxcKVLAGWgV5PB5+77QAy8vL\n48YYoY6Ueh0MBgMyMjIwNzeH4eFhWCwWJCUlYd26dYiMjITb7V4RXmGz2SCRSGCxWDA8PIxr165h\nbGwMqampcLlc3ETq9y+n/hE7SEUcSUiKioqQkJDA8drCQowW6VarlaVK1GxLrBR9NhT6Qb8jUO97\nO1aNXuf1etkd47333kNnZ+eqx43JZGJHFSGWlpYwNzeHiYkJqFQqREREsOf17bSx5Gtvs9nY3SU4\nOJiTF+lcyblFWJTLZLIVjhF3kgkFFp7C60EFK4X5UMObkHWXSqWIi4vD5s2bYbfbMTs7i9HRUT7f\ngYEB3mkk7bUwRZDGkMPhgNVq5fum2+3G1NQUkwXAJ9IloWZdIpHw4pE+w8A+gDu959VCWMQHFsV0\nvWw2G27cuLEm7ToFEtF1vtcC53YFsHABETjuhRKUz6J/XyuE5AY5UhFRBCx/nyMjI5GSkgKlUgmL\nxQKr1Qqr1YrZ2Vl4vV6YzWZuxv28zzHwew/cPR0xEJ/3+fh8PkxOTqKtrY0ls7dD0D1WPP85Ah0R\n9w2/3/+ZRqk4bkQIIY4bEWuBOG5ErAXiuBGxFtxu3Ny1QBYhQoQIESJEiBAh4ouGL5YqW4QIESJE\niBAhQoSIe0AskEWIECFChAgRIkSIEEAskEWIECFChAgRIkSIEEAskEWIECFChAgRIkSIEEAskEWI\nECFChAgRIkSIEOC/AFT8gK6ksVMpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20ee4350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 1\n",
    "\n",
    "in_ = im_lst[idx]\n",
    "in_ = in_.transpose((2,0,1))\n",
    "#remove the following two lines if testing with cpu\n",
    "caffe.set_mode_gpu()\n",
    "caffe.set_device(0)\n",
    "# load net\n",
    "model_root = './'\n",
    "net = caffe.Net(model_root+'deploy.prototxt', model_root+'hed_pretrained_bsds.caffemodel', caffe.TEST)\n",
    "# shape for input (data blob is N x C x H x W), set data\n",
    "net.blobs['data'].reshape(1, *in_.shape)\n",
    "net.blobs['data'].data[...] = in_\n",
    "# run net and take argmax for prediction\n",
    "net.forward()\n",
    "out1 = net.blobs['sigmoid-dsn1'].data[0][0,:,:]\n",
    "out2 = net.blobs['sigmoid-dsn2'].data[0][0,:,:]\n",
    "out3 = net.blobs['sigmoid-dsn3'].data[0][0,:,:]\n",
    "out4 = net.blobs['sigmoid-dsn4'].data[0][0,:,:]\n",
    "out5 = net.blobs['sigmoid-dsn5'].data[0][0,:,:]\n",
    "fuse = net.blobs['sigmoid-fuse'].data[0][0,:,:]\n",
    "\n",
    "scale_lst = [fuse]\n",
    "plot_single_scale(scale_lst, 22)\n",
    "scale_lst = [out1, out2, out3, out4, out5]\n",
    "plot_single_scale(scale_lst, 10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
